{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "###############\n",
    "#NOTES\n",
    "###############\n",
    "\n",
    "\"\"\"\n",
    "I need to look into filtering functions, obviously some of the data is fucked up,\n",
    "for example sat 5 viewed from mah3 is mostly normal data but then a few values are\n",
    "10^9 so whats up with that\n",
    "\n",
    "FILTERING\n",
    "\n",
    "as for receiver bias determination, the paper actually says that for sites above 65 degrees\n",
    "shouldn't use minimum scalloping and should use zero tec method and least squares instead\n",
    "\n",
    "the problem is that it would be better if I had night time data, my data is only from 6am to \n",
    "about 1pm\n",
    "\n",
    "next week I guess I should look into least squares receiver bias estimation and zero tec\n",
    "or i could combine least squares and minimum scalloping like they do in the paper\n",
    "\n",
    "my shit needs to be faster\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib.dates import YearLocator, MonthLocator, DateFormatter\n",
    "from pandas import DataFrame, Panel4D, read_hdf\n",
    "from glob import glob\n",
    "from datetime import datetime\n",
    "import time\n",
    "import matplotlib\n",
    "import random\n",
    "import gps\n",
    "from IPython.display import Image\n",
    "from pandas import DataFrame,Series\n",
    "import CoordTransforms3 as CT\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EREREREalN954Y0j5scceG1K+6aabuOmmmwD42c9+NuS+z3/+8wO3H3nkkSH3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f13a06532e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": 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5q2o/ZrWKK+t7q3HmkmREhdm4IIBBUKnJ/28gk1N4V8M6ld2celi4F1DKksNtdyNtRIxtDNHz8x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\nQAUUUUAFFFFAFex/5b/9dmqxVex/5b/9dmq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4z/6Kxr3/AIK9P/8AjFH/AAiHjP8A6Kxr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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = read_hdf('svn23.h5','data')\n",
    "start = datetime(year=2015,month=10,day=7,hour=6,minute=19,second=0)\n",
    "end = datetime(year=2015,month=10,day=7,hour=6,minute=23,second=0)\n",
    "\n",
    "plt.figure(figsize=(16,16))\n",
    "fmt = DateFormatter('%H:%M:%S')\n",
    "plt.subplot(311).xaxis.set_major_formatter(fmt)\n",
    "colors = ['b','r','g','m','c','y']\n",
    "extra = [a for a in matplotlib.colors.cnames]\n",
    "\n",
    "biasobj = gps.satelliteBias('jplg2800.15i','P1C11510.DCB',None)\n",
    "bias = biasobj.dict[(23,1)]\n",
    "\n",
    "sites = list(data.labels)\n",
    "sites.remove('mah72800.15o')\n",
    "sites.remove('mah92800.15o')\n",
    "labs=[]\n",
    "for site in sites:\n",
    "    try:\n",
    "        color=colors.pop()\n",
    "    except:\n",
    "        color=random.choice(extra)\n",
    "    ranges = gps.getRangesalt(data,site,maxjump=1.0)\n",
    "    plots=[]\n",
    "    for drange in ranges:\n",
    "        tec,err = gps.getTecalt(data,site,drange)\n",
    "        tec-=bias\n",
    "        plots.append(tec)\n",
    "    for p in plots:\n",
    "        if site[:4] not in labs:\n",
    "            plt.plot(p,'.',c=color,label=site[:4])\n",
    "            labs.append(site[:4])\n",
    "        else:\n",
    "            plt.plot(p,'.',c=color,label='')\n",
    "            \n",
    "plt.xlim([start,end])\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('TECu')\n",
    "plt.title('Trying to Replicate the Rideout Plot')\n",
    "plt.show()\n",
    "\n",
    "Image(\"gradient.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot was made using most of the same methods from tec.py, I still need to convert to vTEC and maybe look into filtering? Why is there data missing from my plot? The data from mah6 is negative and then dissapears. Other lines are too high. This could be because I am plotting slant TEC, it could also be because I haven't accounted for receiver bias, It could also be because I didn't use the same constants. His data looks steeper though, look at mah3, our plots generally have the same shape but the spike in his data is more pronounced. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/greg/Documents/Summer Research/rinex files/mah62800.15o is a RINEX 2.11 file, 31649.899 kB.\n",
      "32.12 seconds for _block2df\n",
      "17.62 seconds for panel assignments\n",
      "finished in 53.88 seconds\n"
     ]
    },
    {
     "data": {
      "image/png": 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VGKaIqGP53TtK13UUCgWkUinE4/EWHilVI35/3pkrEa5M03Q38W13uIpEIu56K0VRGJaJ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ISGBFIUlfaDjmTJeKNaRrxeL+x2u9JiZDW6MaVBtGZMyYWUyxMtjCoZMn1c33qLwgMP8IEkdqkc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dmaDh8+jMOHD6Nnz56ora3FlVdeibKyMnTr1k2y9yRUA1mjGxk5rdFDHfsyMjIa7XuK1bHP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\nN26cvv/97+vkyZOKRCL97nvas2ePNmzYoAcffFBNTU2qr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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f139a076c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "files = glob('/home/greg/Documents/Summer Research/rinex files/mah*')\n",
    "head,data = gps.rinexobs(files[0],returnHead=True)\n",
    "nav = gps.readRinexNav('./brdc2800.15n')\n",
    "import datetime\n",
    "\n",
    "base = datetime.datetime(2015,10,7,0)\n",
    "arr = np.array([base + datetime.timedelta(minutes=i) for i in range(60*24)])\n",
    "\n",
    "\n",
    "satpos1 = gps.getSatXYZ(nav,1,arr)\n",
    "satpos2 = gps.getSatXYZ(nav,2,arr)\n",
    "satpos3 = gps.getSatXYZ(nav,3,arr)\n",
    "\n",
    "recpos=np.asarray(head['APPROX POSITION XYZ'])[:,None]\n",
    "\n",
    "fig = plt.figure(figsize=(15,15))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.set_aspect('equal')\n",
    "\n",
    "u = np.linspace(0, 2 * np.pi, 100)\n",
    "v = np.linspace(0, np.pi, 100)\n",
    "dist = np.linalg.norm(recpos)\n",
    "x = dist * np.outer(np.cos(u), np.sin(v))\n",
    "y = dist * np.outer(np.sin(u), np.sin(v))\n",
    "z = dist * np.outer(np.ones(np.size(u)), np.cos(v))\n",
    "\n",
    "\n",
    "ax.plot_surface(x,y,z,rstride=4,cstride=4,color='b',linewidth=1,alpha=1)\n",
    "ax.plot(recpos[0],recpos[1],recpos[2],'r.',markersize=10)\n",
    "ax.plot(satpos1[:,0],satpos1[:,1],satpos1[:,2],label='sv1')\n",
    "ax.plot(satpos2[:,0],satpos2[:,1],satpos2[:,2],label='sv2')\n",
    "ax.plot(satpos3[:,0],satpos3[:,1],satpos3[:,2],label='sv3')\n",
    "\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data loaded\n",
      "sat positions in XYZ\n",
      "mapping function\n",
      "mah2\n",
      "rbias =  4.82690887767\n",
      "times =  10063\n",
      "mah3\n",
      "rbias =  9.097763369\n",
      "times =  10888\n",
      "mah4\n",
      "rbias =  8.10442804195\n",
      "times =  10932\n",
      "mah5\n",
      "rbias =  6.18136310159\n",
      "times =  10352\n",
      "mah6\n",
      "rbias =  3.17625346522\n",
      "times =  10973\n",
      "mah8\n",
      "rbias =  10.4127125798\n",
      "times =  11040\n"
     ]
    },
    {
     "data": {
      "image/png": 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0zXJkZCTR0dH07Nnwd3V7Q4VCxS+llA6FebZH3E+8Hn7YVDe2WGDv\n3oZDXseMMT2HWyNkdu403tidO/33Hjoy9Z9IPvSQybm+7DJ44glTZKuszFStvvNOI5579jQh7k21\ncHr9dZOnPG+eiQT44x9NrvQHHxjBGhsLM2aYaICwMCO0wTxIgNocZ7en3b18ww2mldXevaYt1a23\nmocsjz5a23O5LUOov/xyDMcfP58ePWqfRBw+/AU7dvw/Tj99c/AnJPid29+7nVP6nsLtZ9x+1LY7\n3ruDwccM5s5Rd3o11h/y8jhcXc3c449v9bz+vncv7x04wAqPNhSCIAhC+8AtgD2dBfHxJk3wyy+N\nI+fWW00+8BNPmPunjAxz3PPPG8fA+ecf/cBfKRVy1ZPbA419bq71QUy2FM9whycz0wjhm24yYuu1\n14xQvf322hBXt3AZOtSIo9aImGD2GO4I1Pdme3qKN240F+IvvjCFuGbNMt7iuDhjyy+/NCHOy5aZ\n7c8/b8aZN88Ue/jhBzPeX/9qPLx33WXC4RctMt5ndzGx3/7W/I2AKQJ25EjjOc/HH288wG7BPnOm\nGatrV+MtDmQIdVNh3+7lzMzrOOaYwURE1J5XPMMdi2arSfsYJj3ET5Uv/R0mLQiC0Frqf2+2l5Sm\nYNBYHvBTT5l7pkmTzP1L//4mDWzbNuOQyMsz90Rdu5px+vQxD/1ffrnzfHadDRHDHRDPC8C6debV\nty+sWGG8gIMHG6GSkVH3OLcYHj++5eduy5zhUMUzxNrTU2yxmCeUr71m2je99BJMn24Ea1GRuXA/\n8oj5+be/mfDnNWtM26e4OJPvkp5u7G61muV9+0wYvLua9u23m/7M7iIQL71UN7w8OzuL445LqRNu\n7inYr77atKn6wx+MWM7JMfb3rI5dP7S7qS/jxgRvY2Hfdb3imrvuepnrr/8tFRW1542K6sePP95L\nv36Nh5d31BuEjvi/12zOsA8FtPIrKri0Vy+/zKt3WJjkDAs1iP1Cm1C1X2MCMDq6faU0BQL3e8/O\nzqJXr5Q67/3hh2HPHpMPvHy5KRj7m9+Ye4u0tFrnABjxW15u7g3cRbLaY8FQwX+IGO5geIopME+y\nIiKMyHH/o5eVNVwBb+hQ+Pe/W3f+tswZ7gh4eoobauH01FPmlZhoLvCNhTOnppq/gwkTjBBuSTGx\ns8+GrCxTbdy9DEcL9qgoIzL/9z/Tb/mLL8xcBwwwTekjI80+DeUXe4rShr643XnOL75oHgLceafx\ncn/xhfnCuugiE0JeXAwjR1bx9NOLcDq70ru3efATFQXTpjl56CEnTmfD1bLrC/bG20x1bOEcKvjb\nM+yvnOE+0mdYEIQg05T4nTXLrC8sNN+HL75oasO4U5p8eVDdHmnsvX/+Ofz3v1BSYuqvfPEF/Otf\ncNxxRhBPnmzusbp2NfdOns4Bt/idNSu0PguhdYgY7mBkZhrR4XSatklnnGG8hC+9ZPJMm0r+Hzq0\nNme0pTQkhkPx6WpbUt9T3JIWTt70UfbmSWdDtmtMsA8ebIpOnHKK+Vtav9584Q4caPKcly6Fjz82\n/ZWXLzfz9RSlDzxgPN5r1pgvtsWLzQOc004zX+SbN5sw7fx8U+16+nRTXOx3vzNfgOecU8T27WGs\nWWPGKCoyYvj113swZIjJDXrwQbPuL38x/xNPPGFaS7kF+803N91mqiFPd3sWyx3xf6+5AlrFFcVe\nj+XvAlrSZ1hwI/YLbdqr/ZoSvzNnmu3XXGPCf3fvNilNixZBt24werTZ98cfITu77oNqX6O42uL9\nNhUtNmuWSdVatQq++SaFZcvM/VK/fqY+Sr9+8NhjJo3s5ptNBej77zdj+rPTiBCaiBjuYDidpiL0\n5Zebtj3PPWfEg2dPtMZE0JAh5iJZWWlCZ1uC3S6eYX/S0hZO7uXm+ij7Y16NVceeNs3sN3as+RL6\n85+Nl/qUU8y+8+aZv5XTTzdit7TUFPb697/NMe4WB//+t3mC6+4h7f47PuMM88T3zDPN+S65JJtv\nvvmWJUtGk55uvtgfeQT271f07r2D3FwHmzdbsduNF3v3bvN5gcmlrq6Gv/8dhg0zVSSvv97M77rr\nzDlvv92c12KvpuqHElLPL2LXL+HceUsc8y4qZGDvKnb9Es51vzqWM8+xdsgwtPZAkb2IGFtMg9si\nwiKoKPPOM2x3ODhcXc0x7pCZVnKgqooKp5OHs7OJsFhIjYsjUQooCELI0lydikBd330RgEeOmO/c\nDz803tALLzTRgK+9ZsZ44AGTD1tUBBdcYL4zt24137vnnGP2zc016VP+Esfe1PdobNkzMquxaDF3\nkdAlS0z4c0KC8fzu32/E8I03mnvgP//ZHHvLLXXzgOs7C+bPlzDozo6I4Q6A54Vn/Xp47z0Tnvrc\nc+ZC06dP3Z5ojWGzmRDUH34wgqAlSM5wYPGlhZM/8MZ2jeU8R0ebv8n33jMi86WXzPrSUlP4y+Ew\nT2bnzTNf6s88A/fdV1vBMSPD/B1u2lTbQ9r9JLchr/i1157IY4/9HTDCNj3djJeZqRgz5h+MGjWb\nvn2NR9EdTj57tvmCTE2FBQvMjcVVV5lCZXv2mL/nH7ZU8+V6J/d94mTHvnCOVFroYuvJVzqG8mIH\n55bs4R97j+Wh34fz/rNOFpyZy3uWBGbODG/zJ+0d8X/vULl/coYLKiroHxGBpTW95Fzk2e08u2cP\nx4SHc3u/fsSEh5Oek0NafHyLBXFHtF1nQuwXmrjvp77+Oouff05ptE6FPz2pzeX5egrA118331kn\nnWQE7y+/mKinRx4x35ezZpnv0KFDTdHMJ580ArB3bzjrLPjoIyM8lywx+8ybZzzGlZXmu6+gwHiN\n64vjplKcfK/v0fByVFRtZNa0aUbEl5XBW28ZD/err5r3feWVJvR70SI49VTYssXUwXnqKfO9fv75\nWSQnp5CeXrcIVv084PrOAqHzImI4xPEUH0rB6tXmKd/LL9eGf3jbEw1qi2j5UwwLnYf61bE9Q7vd\nBcHmzTP7ZGaaY7p1M57YadPqVnD0Nex7zpz1rFlzKZs31z1vaircd9/jrFpl5b776lbLVsocu3ix\n8UJnZpoq2WDEcHVRFVdU5BP/uyQynrSQdvZBpvT4iaV5caTElLPk+x7sHdKHNe8pXv0XnH66Bevo\nJHb89wh7bgs/6kl7W7ad6gjYq+1oNLawhgWmLznD/gyRziwsJCM5mf8cOsT+qiribTYykpOZn59P\nelKSX84hCEJg8byfuuMOI0jvvNNELH33HYwaZdJzJk826T82W+NisTlh3FCbH7e31+k0ovTIEdMW\n8ZJLTKRSYSH86U+mHsdXXxnv7qJFpmPE9dc3XAXZLQBLS+vWILFY4NNPjUd1wAAT+XTccWb7eecZ\nkT1ihBGh0dGmB29jKU71Bfs775jv+enTzUPwZ54xIveaa0yxz9/8Bn7/e/N5/uc/Ju1pwgQTWdi9\nu/FiP/eceQ/JySbi7NxzzQP0c8810Y+xseahujvv9+abzWfVlPiVPGChMUQMhzjuHGGlzMXkxBPN\nxezOO49uneQNbjHcUhpqrSRPx0OXltiusdDu+gXB6nt3G/ry8iXsOyfnK0491UJy8vg65zXHWlCq\n6qhq2fUFe2pq3TZTO5/ay52fJLP0sXK+m5xD0addeabPMUwduI+hF3Xn482lTLYeJLKqK9EX92Hi\njK6sX2/hi90RnHoq/OpX5qYi0G2nGqOj/e+584VVI97cCGsEdofdq7H8KYadWhNttXJSVBT/PnSI\n4d26EW214mxF78mOZrvOhtgv9MjMNLmkn34KW7emMHy4cQyUlxuRlZwM27ebMOP0dPP90bevSSvL\nz2+6OFVjxSLnzzfH/eEPRhxu3Gj2GTrUeEGrq8154+ON+P3DH0xaj1sAuj2/0LwAbKwGiVJGwBcU\nmLSkxEQTVXX++bBwIbzxhhGgp5xiUpqee85EEU6YYNZ9952Z35VXmjEzM2HvXhNtZbOZ0OXSUnP+\nggLo0cMUt4qIMOcdP96kUEVEwN13mxojS5YYx0r9aLGJE81DgdTUunm/nu99/foUPvxQxK/gPSKG\nQxT3RW3dOnMB+O9/TY7wSy+Zi1VDrZO8YehQeOGFls9LPMNCfRrLL25I7Db05eVt2Hdl5V66dh3R\n4Hk//3whgwaNoFu32jY6nuPWz8UG879U/G00T/+hmiXXHyBqeH/CToWIYd0ZEFdO/F3xXLujgJkf\nDeGJSbt5692D9D7rMIVronh+cAH/VAkcnxTFklfDiYsz+VpOp/Ec+BJ21lxeVXsv4uVPmsoXhrbz\nDFuUoszh4E/HHceozZuZ2KeP30KwBUEIHJ7fSf/5j0nLycszAvTNN40H2C0sb7rJiMj0dNObdupU\nk5P7z3/CTz+ZY3v2NMJQqbpeY09P6qxZxsu5eTN89pnJ483KMuHASUlGTH/yCcyde3SXiD/9qWEB\n6I33s6kaJPULdHbpYoTx0qW1KU7FxUaAHjliPNHPPWe8vW+8ATfcYMK2o6KM1zcx0YQtW62Nd714\n9FGzfPnlJqIRjEMHzDjuh9PeRIvNny/iN9BMmzaNhIQEHnvssbaeit8RMRyCeIbyFBebiro9epjl\nsLDGWyd5Q69eJqfEfWH19aZacoY7Fv62nTc5zy2lsnIvXbrENrjNao3G4SjzaV4AOXOKKFmYz/03\nRHLCwgTseXY+mZPHC5t60CMdqunL7eXb+SjmeCwXOLhhdiVPnPMzFy4fyKa/duGH94v5z4pIuibZ\n+O1v4cAB+OADE31RVQVPP21uOJoKO2sqr6q5itcHD5o+0R1FHDdVSRp8zxk+KSrKL/NKjYsjPSeH\njORkHk1KIvWHHxjTvTt3xce3eEy5boY2Yr/2j/teKj3dtPD76ivjEHj3XfjyyyyWLElptE5FdbXx\nmj79tBGL6enm3mnOHOO93bvXXIPz8mDbNpPbevPNJhR53Tpz75aZaUT3PfeY1LZnnqntaBAMAeit\nOPZMcbr7bjPvwYPN65prjGf4zDPhyy9r2zref3/DbR2bWo6KqhuZ1ZJoMZD/vbYiKSmJffv2ERZm\npOVZZ53F6tWr23hW3hEUMayUigdeAWIBJ/CC1nqhUioGWAkkArnAJK21930xOinu0OjsbHMhGDQI\nVq6sDc/xJUfYk7w8kz9SXW0uzuHhvuc4lpebHFBBCDaVlYVNimGns3Ex7Ik9z05hZiHaqTn030OU\n7ypn8N8HAxDeJ5y48AruHHkQK8WoYxQxL/Xj0JqfOPTtISZd25V/vBvJRzMdVPdXWAZ25eBD39Pl\n/G4kl8Zw0vCuLFoUxty5Jk/62mvNTdHy5SZPa8YM0yrqrbfMTcHTT8Ovf23+t1NSzNP3sjJz7IED\n5loQEWFyvq66Ci691NygOJ3mxuLqq01ulS+5bO2ZpopnAdjCbF57hvMrKrgwpnEvsy8k2mykxccz\nPz+faq3JsduxWSy89PPPWJSSytKC0A7JzDS5sldeae57Vq0yQvjll+Hii5uuU1FfLLorGS9bZsTx\nPfeYEN+xY801fuRIU4fi0kuNSJ4zx3hdb77ZiMdx4xr39nojAP1BS1OcfK3v0dwyUJPS1JposbYm\nryiPzK2ZOLUTi7KQOjyVxJ6+Gc4fYwQLpRTvvfce559/fltPxWeC5RmuBu7VWm9VSnUFNiul/gNM\nA9ZorecppR4AHgIeDNKc2hW+lKJft85cnF591RROGDPG3CyvW2fGammBnsxM0wLno49MsYRzzjGi\ne/785itRu7HbTQ6NJ/KELnQJJdtVVe2lS5e4Brc15xl2Y8+zU7CogOSMZIo3FfPT0p/oeVFP8h7L\nw9rdirIokmYlYUusK2x6nN0D7dSMyEhm1GeH+SH1OxyfODjQpysrLMfSi2PYppzMPJRD79c0CQd7\nc+8FxXR9JI4nnrfxyy8mN+3rr81NwHffmRy0H380P/ftM8VMjj3W3EjdeaepDrp0qclHvuEGcy1I\nTjY3Vnv3mutGeXkKdnvdXLZQLuLVrGc4zDfPsL/CpMEI4vSkJPLsdvbY7fxr/35eOukkjunSpUWV\npUPpf084GrFf+8TzXmvVKnNdvO02E7JrscAJJ5hw6LCwlGbrVDQmFt3dDB55xCzn5BjBeOCACa0+\n7zwT7txYm5/2IgB9SXHyta1jILtgtIf/vbyiPBZ9toiMlAyiu0RTVllGelY6aaPSvBaz/hgDIDk5\nmTvuuIPly5eTnZ3N5MmTefLJJ0lNTeWjjz5i9OjRvPHGG/To0YNJkyaxceNG7HY7p556KosXL2bI\nkCE1Yx08eJDx48ezYcMGTj75ZFasWEFycnLNdt2KOhltSVDEsNa6ECh0/V6qlPoeiAeuBs5z7fYy\nkEUnEsONVRNsLERy2TLTH3XLFlOUZ9Wq2gvIzJnmp7eitSGcTnOjPXSouSk/55za9jjevp+NG40n\n6vDh0PZACaGF1rpJz7DF4p0YLswsJDkjGe3UfD/1e4a8NoTuZ3Qnf34+SelJTR6rLApHmYPuo7pz\nxndnsOO2HcRYND2W/0DXdQWMn9ifJa/24p6kInpfEIO+sAv3XFTMLZf+zL9+6sn44y3kdXNy14gi\nFpb05J75kSz7P9tReVYAp51mfvZypUCfcIIptjJjhvnfmznTvD78EHbtMiHZYWFtU8TLn3gVJt0G\nOcOeZBYWsujEEzkhKopbtm/n/WHDpLK0ILQD3GHRc+aY+6kdO0xf3tTUWo+kt60ooXGxWD//1pti\nke29zU+w2zqGOplbM2tELEB0l2gyUjKY//F80lO8u1H3xxhu3n77bdauXUtVVRXDhw9ny5YtvPTS\nSwwaNIjLL7+chQsX8uijjzJu3DgyMzMJDw/ngQceYMqUKWzZsqVmnJUrV7J69WpGjBjB1KlTmTVr\nFitWrKjZPmXKFJxOJyNGjGDevHkMa2lrmiAT9JxhpVQSMBz4BIjVWu8FI5iVUn2bOLRD4Zn3664m\nOG+eCZl59lnjubnnHnODu3q1uViOHGkuNv/4h/ESv/++Wfa1fVJjuFsxDRtWW1Ha2/xj9/s58UQT\nBnTNNbVzysmR/I1QJVRybxyOEpQKw2qNbnC7t55h7dRYo62UflVKeJ9wYlJiatY3R1xqHDnpOSRn\nJGONthIeE46zysnIrSMp+bSEH+/eyYS+3XjugzgcJ9v59XOKF//Rg5gN5dzw6wiuuk6z/DVF8pXJ\n3LLZwRVXVPHKq3bA1mRelWerKDBeiUceMfvMnp3FBx+ksHChqey5bZupRHrmmbXtnnzplelLBEv9\nIl/+EN1eFdDywjNc4XRSVF1NbJcurZtQA7grS9+XkMDnJSVcuHUrCwYOZP2hQzi1xqIUF8XEsMZj\nuffpgh4AACAASURBVKEw6sb+9/LsdjILC5s8Vmh7QuXa2dHxvGZt2GDut2691US/rV5timQ9/7yp\nyux5L+Wr/ZrKv/W2WKTgH9rD/55TO2tErMqoW0hxzodzvB7Hc1+dronuEo1Te+mh8iAtLY0+rqcz\nY8eOJTY2tkaoTpw4kXWu0NLU1NSaY2bPns2CBQsoKSmhmyv/ceLEiYwcORIwwnfGjBk1+69YsYLT\nTjsNrTULFizg0ksvZfv27XTv3t3n+QaboIphV4j0m8DvXR7i+neYjd5xpqamkuR6qt6zZ0+GDx9e\n88eelZUF0O6Xk5NTyMyE7OwsvvoK/vGPFCIi4JNPsvjxR9i2zdy0RkZmsWULOBwpJCZCv35ZXH89\n/PhjCn/6kxlvzBhYssQ0Fc/Ly+KyyyAxsXXzS0014/Xpk8VHH0FZmVk+/fQssrKaPj4zE/761xSu\nvdaI388/h4yMFObPhx49traLz1+WO+6y3V5Az56xjW7fs+cgY8eWNjuesijWfrCWsm/LGBA7AIC1\nH6zll7xfSCa52ePj0+J544430FozePdgTlh8Ap/lfwb9IPHWRAYOimL33W/gyHZwYdhoFl7Ul5+c\nnxAWZWHW+Wfw0v1R/OWV/xEWbWXxq2N55cnDLFj+CUrBM8+k8Prr5vpRVgYJCSm89JL5/7/pJnj9\n9RScTti+PQu7Hfr0SUEp2LQpi507YfPmFB54AD7/PIs1a8z1YvRoOHAgiyNH4C9/SaGsDK67Lgub\nDU4+OYXDhyE/P4voaOjVy2yfODGLyEiIjU3hxhshLS2LxMS6yxER8L//mc9n8OAsevSAJ59MqSnq\npRRMn57CmjV130/37ub9jBwJBw+a9+O+vk2enMIh+yGKfigiKyyrwc8/whrBwW0HycpqeLt7+aeK\nCo7t3h2LUn7/e8z79FM+yM7m8gsv5M2TT2bS3//O2I0b+c0ll5CRnMzLH3zAzbt3884NNzA4OpoP\n1q7l/k2bmPfrX5Nos9WM58Zz/Dy7nfvfeovUuDguv/BCyhwOrvv737FZrZx81llYlOKkHTuI69Kl\nXf1/dsZlN+1lPp1xOS8P7r8/i9RUuPzyFG69FS64IIthw+Djj1OIioI9e7KYO7c2LPr007PIyaGG\n1pw/Pb12+eyzUzj77Nrl1t6vyXLjy1u3bm2z/3c3FmWhrLKM6C7R6HQjbcoqy3zy6mZkZTDzrJk1\noto9hkVZvDrek9jY2qi5yMjIo5ZLS0txOp08/PDDvPnmm+zfvx+lFEop9u/fXyOG4+JqU9GioqIo\nLS2tWR4zZkzN7w8++CAvv/wyGzdu5Iorrmh0Xtdck0VJyVYqKoo47jj48stcn9+bX9BaB+WFEd6r\nMULYve57jHcYIA74vpFjdaiTm6v1jBlal5aa5bvu0vqss7Tu00fruDit77lH6/XrtZ41S+s5c7Te\nu9f81ProZa3NOJ7L/pzn/fdrHRGhdXq6WfaG2bO1XrNG64QErYuK6q4XBH9QXp6rc3Lm6Ozs2Ton\nZ44uL6/94zx0aIPevPmsRo/Nzn5E5+Q0/w9Tnluud87Yqfe8sEd/95vvdHVptd45Y6cuzy33fb6u\nsapLq7XWWu96eJfeftd2XZ5brrNnZ2utta4urda7Htylt920Te+ev1t/OuRTvenYTbr0e3OhcO/n\nK7m55vpw111ajxmj9bZtZv2DD2p9771av/qq1pMmmf/zSy7ReuJErX/+WeucHHPMww+bMe66y7xy\nc82622/X+r//1XrtWq0nT9b62We1HjdO60WLtL7iCq2fflrrCRO0vv56rT/80Jz3oYe03rlT67Q0\nM4bWZv3IkeZn/fN4btPaXOumT9f67ru1Pm3yKj3+d583el3aeWCnPu6Z45r9fD48dEifvXlziz7b\n5sgtL9czdu7UpdXG7g/v2qXHffWVjtm4Uc/atUtfvHWrnu36ubWkRGut9bbSUp2yZYuenZ2t5+Tk\n6Nzyhv/e5uTk6JKqKv3Cnj36z7t36xWFhfp3P/ygH961S2utdWl1tZ6xc2ejxwtCZ2LOnNp7rlWr\ntI6K0vqPfzT3Nm4CdS8ldB4a0ii5h3L1jH/P0KUV5g+wtKJUz/j3DJ17yMubaj+NobXWSUlJeu3a\ntTXLN9xwg87IyKhZ/tvf/qYvvvhivXz5cj148GCdl5entda6qKhIK6X0Ltf3S2pqqn700UdrjsvK\nytIJCQmNnnfw4MH63XffbXQ70OA9gevzDJo+1VoH1TP8ErBNa/2Mx7pVQCrwJ+Am4F9BnE/AqR+e\ns3ixyfW9/35TJGfCBBg+3CwvWgRDhpgcv+ZK0fsrLLohEhNNYYdXXjEh2wMGeHdcdbXJRVy61LR5\ncs/T4vsDLEE4Crs9j4KCRSQnZ9SEPOfkpBMfn4bNluhqq9Rw8SwwOcPV1QebPY8t0UZ8Wjzbp2+n\n+nA1+fPziU+LP6pglje4x8qfn492apxHnOhyTXifcJRFUbmvkt3zdhOfFk9hZiGxN8biKHVgS7Lx\n9cVfc+LfTqR4QzE56TkoiyIuNc7reTSWy/bJJ+Y6NHgwTJkCDz5o+mjOmwennFKbJlFRYdIwBg40\nYdjnnWdqG1RUmF6Sw4aZvpphYaZY1w8/wM8/m8Jfu3aZY7ZvN4W/CgvNNUVr02pjyRJT9CsmpjZv\nuW9fs+2tt3B5pU2dhEmTTEsSm82Ehx//q+VckTiJRYtOb7AImLc5w4HKF4a6laWdWrOpuJiXBw+m\npLqaV/bupdTh4IjWFFdXc8lXX3F1795EWq2M7taNjORkvi8r4zfbtnFGt270Cg+vE1K9/tAhtpaW\nkm+3M7p7d/5SUMDBqioiLBYm9+3L0K5dJT9Z6PS4r3nr1pnc3Nxc0wN4+XL4+GPTKQMCey8ldG4S\neyaSNiqN+R/Pr6kE7WvhK3+M4QulpaXYbDZiYmIoKyvjoYceQinV/IFAfn4++fn5nHHGGTidThYu\nXMiBAwc4u5lE8vfeM/cRn38O06eb3tptQbBaK50NTAG+UUptwYRDP4wRwa8rpW4G8oBJwZhPMPDM\nCY6ONnl5N95oqsPecYcRxytXmotyS0rRB7oa7NChJm+4KTHseZP93numSfu555ptrcm9EdoP7cV2\nhYWZJCdnAIqDB/9Lr14Xk5ycQX7+fJKS0l2VpBsungUmZ7iiIt+rc9kSbXQ9tSthvcNIfLB1/2S2\nRFudwlv2PDv58/OpOljFtxO+5aQXT8KWaOOYScfw9bivGbx8MNGDozmSfYRvr/qWoe8PpdeFvXCU\nOchJz/FZmLvt5ymMPa9LVqv5P//vf831ZOZM01Jk8WIjXn/1K9M3/O23TfXqjAzT7ikjo25Rr4aK\nfLmL+rnz5u6914jue+81+Xl33glPPWXOc+ut4HCY81ZUwPjx5sY1Lw/++Ecz19hYUHoAcSO6M6qR\nImARYRHYq+3Nfi4FFRUkBDDP1l1ZGiAjN5c+4eEk2mzM69qVjNxcbuvXj65WK7f168fFX33FgcpK\nzo2J4fuyMl78+WfeOeUU7n/7bW698kpu/P57lg8eTK/wcF78+Wd+rqzk3aFDGRQdTe+cHGYmJJD6\nww9c8vXXvHjiiXxeWsq6Q4cAJJ+4DWkv187OhmeRLHd1/v79zcO9oUPNg8Dbb68tXNXYvZTYL3Rp\nL7ZL7Jnoc6GrQIxRX9A2JnCnTp3K6tWr6d+/P7179+bxxx9n6dKlXp2jpKSE2267jezsbGw2G8OH\nD2f16tXENNO+sLxPGVmHKvn/7J13fBRl/sffsyW7yaZtCullQwsdBOwoiBV7Q9QTg3DYDguinqCE\noHgcIkoRlRON4k8FOc92ip4FARUF6SFAyqaRRkgjm2yyZX5/PNmwCakQQoLzfr3yys7uzDPPzuzM\nM5/n29LzvFB9q2HfH+r2falOpquySf8MtPQNL++KPnQVLoH4448iuVVenrgJr1olHizHjRMPgiDS\n6rvflDuaiv504hLDLbn6uz9U79ghvt8VV4jEPa6EOa5Bxj3+RkHhZJBlJ2q1AbN5Hnl5r3LxxWWo\n1Qbk+kQSrWWShvYn0HJRV1SH10CvU+53U9zFsauecbGzGEkl0XdpX46sO0Kxs5jKTZVEPBZB2gNp\nDN88HF2oDlOSqV1ZrVsjJkZcly6B2jTrqU4n7lfLlon72A03iPd37xaC87nnxH0LWvdgaZrka9Uq\nmDtXvA4MFN4j3t7gCj/q21f8d02+XXaZsCwnJor1b7pJWLE3Jz/EtA/D6WsSXjVJSSLbvquOspev\nLzW1bedhzKutpben50kfx46QEBpKotlMksmEQa1mYnAwE/bsYc2AAfTy8GBCYCDp1dXsOnaModu3\n4wH8p6SEypISfktJYbS3Nw8eOkSW1cqtwcHIwJqiIhbExWGXZZ7NzGRJnz58VVLC7fv389mgQQDM\nioo6qZJOCgo9jaZeeNOmiRrr+fniueSVV8QkXVycqNqRnKwkr1L485CZmdlo+b333mu0PHXqVKZO\nnQrAp59+2uizv/zlLw2v33nnnUafXXrppeTk5AAwcOBAdu/e3eG+fbpKz4A4A3MSnWRfmU7YukCy\nl3W4mVOmy7NJn824C8S6OpG1ddQoOPdc+OwzkblQU3/ELZbufVMeMkRYi1oiOVl8T0kSVu033hCZ\nZJurSdwdZugUTo7ucu4kSYXFcpDDh5cDUFubh1YbgFSfSKKurggfn5Etbq9We+N0dkwMe4R4nFqn\n26Cp1RhEvWKgISu1hET6o+kMWjsItUHdrqzW7jR3/lrLeuoujhMSGgva5sqBtOXBAsIy01qpkbay\nYzsc8O678K9/wfjPrmLo1u04q/W8/rp42NVqj9dR/ttj8M/LHufxx1vPYp1bW8ul/i2XaOpMmrpN\nqySJpX37su7IEZzFxWytrGRl374MMBiYazbzZFQUmTU1LPP355jDwfl+fmQVF/Nqnz7cFBxMttXK\nvampJJrNVDud1MgyQVotxXY7r/Xtyw0pKXw0YAAGtVpxmT6DdJd759mIu/itrBTPU0uWCFfL5GRh\nZHj6aXjySXGPeP114TIN7feqU85fz0U5dz2HBeXpHNh+jH7nBfL19EhuW1LCVkUM9zyazkguXQof\nfACvvSYsFV9+CRs3CqEYEdE+95zuwJAhwh2yJVw1iWfPFjVPb7zx+PsKCp1NaGgCu3dfQ1jYNI4d\n+4Njx7ZTUfEzkZEi2KuurgittnMtw6dbDLeGq2ZxbGIsvw/4nbKNZfiO9kVStS9+pyO0VRIEhKBV\nqZovB9JeD5a2So2478f9M3chXVFbTmS4Bg9gyxZhLT50SHiwhISAOU2HrK3G09NJUpLqhNJReaU2\n9ldXs0/2I8cgwc1W9m3Wn1SpqI6tq4fvYsEJqBD+UN/5gROGO23MH1xI3H5Pfi43YvWD8vFHmXte\nLMmFhdwWHMwRm42bgoMBCNJqGWc0NgjcbKuVxbm5/FBWxmVGI8v69OGBtDRG+foSrtPhlDs2gaKg\n0B1xPWuVlgrRu3q1cHl++GGRq+C880Q99REjxPPXW28dD0NzhWy0p3awgoJC17FztZFRhmg2VpYT\n+HgWyR91vkdee1DE8CngbgnW6YQgHDNGJJd5+22RqGHUKDEj2d0twU0ZOFDEN9fViVjgpqhUsGuX\ncH9sqyZxd4nfUOg43eXc1dYWYLeXIkkaHI4q8vNfp3//f6HXi4tJuEm3nkCrI2LYVmRDG6I95X6f\nLO41i3u/3Ju0GWkEXBFA5KORHWrnZM5fU3HcWTTXbmuhH+6fZWfDSy/JHP3pEXbLet54XTwIX3QR\nfPON8LyZOxcuvliCXqP5fZvMzp3C6uzpKf5feZeVGS+KxFMZ49JZEDuQhHvh/fesXD5CT2qqyOuw\nZo1o233Zy0tYnkAkFqyu7px1xbKWO/4SQeDCfIbF1vDtnsNIT8czM2IzYfEXMiYugysye5OoATtO\nMgfmE7ovgkRVY6EtlfpT5+/LFfepyA+v4679+/ls8GBU7UyAotC5dJd7Z0+htRrmLuvvK6+ICbUV\nK0R+grIy8ZwyaZLwIFm9WoSmvfLKqSfJUs5fz0U5dz2HiU9Wkxjbi0RzIU9F9+eRi9N4O7nr+6GI\n4Q7S1BK8fLlILjN/vsiovGYN7Nwp4oNHjoQXXxRZDLu7Jbgpnp6irwcPCitxU+69V8Q/z5wJYWFK\nVkaF04PVmk1BwTsUFLyFn98FhIdPx9MzjvLyTQ1CGKjPJt05lmHZKWMrseHR68xZhhtlonbIOKuc\naIyak8pqfTYQEwNPzq7mJY+FvHf3cw2TkCoVHD0qJh7/+18xObck6zVK9p/LPfeILNfR0SI85e1P\nJa65yBeVCkqej2NJsJ6/3S0z4+81zJ8G69eLB+ykJPFwvXYtPPoovPCC6MPNN4v/s2eL9ubOhVdf\nFYnA/vUv8ffOOyIh2EMPCSuVyxL+z3+KB/SEBDFRmpgoPpsyRSy/kKjis48iuf12KPnaTvCSfDYu\nOUbYuGKkJ/vCokLoY6MiQ0vK0xHMfV91grBOMOmZtzGXOyZFce65MWTX6hg9Op3APb34QS5DpYa/\nXe/ZYAlvy9LdnHv52URTV1ton9W/vR4DmZmiOsTJehd0rmfCye/nVH4HbQlc137cxa7BcOKE0dNP\nC3fnf/xDhEwsXy68QaKjRT6Bp54SyfnU6uMJSXuKF56Cwp8Zq8MBgF2WmZ2RwdzYWN4+A/1QxHAH\ncLcE6/VC8F5yiSg/smqVSM6wfPnxGcmgIJEZ9d13e+aN2JVEqzkxvGePeCC0WtsecJQZup7LmTx3\nrnJKBsNAdLow4uPfIysrCT+/i7FY9jWsJ8tyuxJotTdm2HbUhtpXjcrjzNYFc48pDr49mF3jduGo\ncqDSq9pdaulsuvbKrGX46/0bJQErLRUPw6tXu917si9h9QfljBwQxLPPwvnX1fL3BTbqKu2kh1Sw\n/6iVEHUQlZUSuWaJ0mwta9cKV0ubDfbvF27ZBw5AVZX4L0lQUSGaP3hQTHymp4vkgD//LB7U//Mf\nIcwlSSRD1GrFQ75KJdY5ckTcT/PyxD5yc0VbOTmQlibKv3zxBUiShrL3opDlKMz/g6go+Or+SM49\nVwisyy8Vk5B33y3yULzwgsjZMHWqHs2GCMYsz2Pb+z6Mur6Gfz8RwWNv23noQiN/7HNw7Z023n/P\nSt8AfavW66bu5d1FmHXmui7xVVLSUUt+e70Axp6ix0BXeSa0vG1Q0Mn/DloTuE33s2qVuPa2bxfX\n1rJlopzbnXeK62nfPuGtlpEh3l+xAvz9xbPHffeJCSpXYr/O8sI7m+6dfzaUc9dz2Hrs2An5L84E\nihhug+ZqBW/ZIh5GKitFXd2UFGElhbNrRtIlhl24jkVtrUhIsWKFeCBTUOgsrNZsCguTkWUn5eU/\nERBwDZmZf2fw4P+g0fhgMiWRnb2A6upUZNmBJKlxOCpRqTxQq1uONemIZfhMxws3h8ZXgz5Kj63M\nRvyq+DZLLbkyVctOucM1irsr5dZy/PUi6VVLdZSrq0Fl98bbT5RXKrfZeO71aj5e6sstL5ewb0w6\nI3x9GRoQhr8WJk93cGiRhfWveHSoVBR0zrpNl51OsVxVJbyKLBaYPFkIimuvFfXf/fyE6P76a1E3\n+sABIczfeAMcDg0BH0TjdILtY2+G93fyaIKKvdfZSduj4ZHJEo89V80II/zlL8IDaNEiMbH5zjui\n/XnzhHB3uZe7MnafaWHWWfuJjxeWxLo6UfXhP/+B224TYmz2bHEOHnhAVEa47Tb4/HOx/uLFou3V\nq0Xs/MKFx8uPORwifr22VmzzyCMiI/qPP4qM7DNninXHjBFib8oUIfKuvlqse9VVImHljTeKdSdM\nEOf3tttEEigQ60iS8ESoqxPtT5smYmW3bhX///pX8dxxwQXi/733iv1eeKFY94ILxLpjxojnlBtv\nFM81s2aJ35hGI9rw8BAT+9OmHa/x3dHfwZw54lgWFgqxvHKl+G09/7yYWOrXT0wIXXwxlJeLY/d/\n/yfqipeVif/R0aKdL78Ux3fRIrGvF14Q50Slaj6xX09+7lJQ+DORHB/fUO3Alf/iTKCI4VZoWpPz\nscfE4FRZKR48Bg0SgtA9NqUnxQW3xZAh4vtA42Px8stidnbnTjGQtfVdlfiNnktXnjuXJdhkSqKm\nJpOCgrfJy1tCv35v4ucnAkjVagOSpMXDI5Samgy8vPq16SINHYsZthXZup0YLkwuZPDng9lx7g5K\nPi8h6IagFkstWbOt5C3Pw5RkYvO2zYwZPeakahR3N9zFsDtNY5H/Pe8NVi67Gn8d/FFSzXCtH69V\nmakaX07Imnji/PxhUj7X+YdzwZU23n9PlFjqSKmophmvT3bdpsvr1kFxsXjoHzVqIwcPjiUqSpSe\nuvNOkSzswQfFds0J6TlzhOX55Zfh5yIrz93tw99X2PneWUxQdRgZB1QUpnrwsyys2jU1wjJtswm3\n8LIysa3NJsQwiISQVqvwfLrlFpEf46KLhCi//36x3mOPie0efliMjS++KMSVLMNdd4n/8+eL9ubO\nFfWlJ08WY+Uzzwhh+Ze/iGPw5JOi/KDdLiyNNTVCnDqdov60S2h+9534/+CDYt2hQ8W6118vlsPC\n4Jpr6hOrmUW/R40S3w1EWa9vvhECMCNDjONZWcLV1m4Xx/qzz8Q4V1IiJh1SU8XxzcgQx02SoKhI\nbJORIfYREiKeBfbu3UhV1VjKyo57DJSVif3YbOKY2O1i3cJCIRCPHhV/Bw+KCYmcHCgoEP3du1cc\nA1cGdb1eHPvISPF8EhMj+ijLwkrqcIjXKpU4Fl5eom86HRiN4nOzWXglvPOO8PZyOMRxtdnE/pcu\nFf3WaoW3Q2WlqJIxfrz4ztHRQjiPHy/2FRoqBH5wsDgeTqd4bggMFK+3bxfH0tdX/IZGjQIfH9Gf\nefOar2F+3nmiXZf11+UGfdNNIknp4sXNJ/Y7VZTnlp6Lcu56Du5l/2L0ehJjY5l3BvqhiOFWcJUP\nMhjg3/8WwnDSJOjV63j93bPJEtwUd8uw61iUlooBcscOMSPbXCklBYWTobAwmdjYeeTmLubw4dfw\n8TmX/v3/RUHBKoKDRcCmw2FBklQYDIOxWPbVi+HWk2eByzJc1a5+1BXVndHkWc0hO2X0UXoGfz6Y\nvdfuxb7YjtVspeyHMoBGlt/C5EJMSSbs5XYcVge2EhsqnYrUe1MxjjP2WCtxubUco97Y5nrewUf5\n6+0FDO4VCOZSTBVOZi73YHroCI74O9hXXUX+exp2GSp5baknP3+uZ/OnHSsV1dnrupbd3b6LioR1\nrCNCurxcWOCeegoSXrUz/HwHk3Z7suH6AxjV3jw7y0DmIgtj/T1atV4/95ywQL78shC8//ynGPve\neEMI4z59xL5KS8Xyhx+KWtR//CGE3fbtQsRJkhBZKpUQkSCEXm6uEEvZ2ULwmc1w+LBwAy8qOi5O\nNRoh4o4eFW1UVQnxWFEhrKM6nRBhOh307y/EYXm52DYhQQj8hx4S49eTT4oswwsWiO8za5aYdFCp\nTt6SDy1ve+mlIma4rXU9PU9+P2q1mHA5dkx835oa8dnMmeK/K3fa1KnieD35pJiceeABcdza2o/T\nKSYfFi4U2yxZIn4PK1YI4Tx5shDO77wjjuN99wnvgoceElbeJ58U3nPz55+4n0cfFf/T09uuYd6c\n9ffDD8+eZy0FBYUziyKGm8HldufKAp2SIgbn5GT49dfj5YPONktwU+LixENIRcXxUkqPPw7Tpx//\nvu0ppaTM0PVcTve5a+wW/SNVVXuorT3M6NF7cTqt5Oa+jCQJYepwWDCbE4mMnIHTWYvFso/g4Fva\nLKsEoFLpkWU7Tqcdlar12153dJN2lVryHe1Lv9f7kXpPKvH/Fw9A1Kwo0h5PQ2PQoPZVU/5TORqj\nBvNcMzqtjv3x+xn40UAkjUTUrKgeayUuqylr1jLcFJ1GR629FhBJOZ6rTmXdP+O5PEAFqLA4vFmc\nW0ZibBgAt17WePv2lorq7HVdy8fdvseetJCOiYE593pywZU2/vuhlrviBnDu8P2MvmIQH63xpG9A\n69Zrp1NYd2fOFG1FRMDgwcIbCsQYAMdF/+lwGW/vtpr6y3naNPHfZUkdNUqU4DnvPBFb7e0tLJJ6\n/fEa2t7e4rucrCW/NS+AAQPGEhLSOR4DXeWZ0HTbVauEkHX9Dnr1ElbaiIjjxxhETDyI30dsrLDY\n9uolJhuaE7hN99OeGuanw/rbGspzS89FOXenhylTphAVFcV8l5vPWYQihpvgcgeeN08kbUhOFjf3\nzz4TM88DB569luCmqFTi++7dK17v2SMyZx86JD5vqZSSgkJ7cHeLlmUnRUVrsFpzGTr06wa357Cw\nqaSlPYTZnIgkqYiMnIFeH4PBMJiSkk+BtjNJA0iShFrthdNpQaXya3Xd7iiG3UstWfZZiF8Tz4G7\nDzBgzQBsJTbUnmpUXipi58Wya+wuMudkMujjQRz94ij2UjvbhmzDe4g3sfNiW3Sv7u605CbdFJ1a\nR61DiOHCujp8NRou8BPn3OJwkGg2MyOyYyWqupL2lKBqW0iLCaDXllqZtboSpwN62SOxPZLBC+9G\nIDtrqLOoGOjlxdtva1ut7QzdQ5h15n7cxZfLeg8dt+R3lcfAmdrPqfwO2iNw3fvYnhrmCgoK3Zul\nS5eydOlSiouLiYmJ4bPPPqNPnz5nulttIsmyfKb70CaSJMmns59Nk2TNny9u2rt2iVnlV14Rs9Gz\nZh0vH3S2CuCmTJ0qZn8nTBDxV7fcIpJXuJdSUmKGz15O57nLykoiKmoWNlsp+/bdiKdnPFptIBqN\nL3FxCxpZgt3LKAFUVe1h//47OPfcVDIzn0Wl0hEb+1yr+/v551BGjdqBThfe6noHphzA72I/wqaG\nnfJ37ExcSbHKfijDeJkRXayOjCcykNQSve7qhb3UDjJU7a7CZ7QPHiEe/Jb3GxNXTiTtsTQqzlQU\npwAAIABJREFUNlcQOy+WkEkhDcK6p5Bdns2Uz6Zgc9q43HQ5CcMTiPFv/sZz3ttjGDDgIbTGEXxY\nXMzaAQPYbrHglGVUkkRCaGijOKXuSmdfe+aaGsbu2sW9ISHMj4trNDHQ3PFob1mcnphN+lRLBrWH\ns2XcO5XfQU8uz3W2nL8/I1197iRJolmN0vTiOZkLojPa6CTasgy/9dZbrFixgrVr19K/f3/MZjNG\noxF//+YnsVs6bvXvS53a+Tb401uG3RNDeXkJN7OrrhJZGPftE/FLr78uXKbhzyWE4Xjc8KWXimPh\ndP45rOIKp4fGbtEbUak8yc19iaioJ4mKepLa2hxSU+89wRLcFC+veKzWLBwOKzZbET4+o9vcd3sz\nSnfHmGFoXGopalYUaoOakLtDODT9ECqdirLvyvAf5885v56D7YiN1HtTqSqvIvvFbGKfjcWaYyX1\nrlT8x/kjqbp0nDklssuzWfDLK1j0UfgZIqmLuJ0Fv7zCnAsfP0EQZ1utFNlknjT68MKxYyzt25cf\nKypaFHx/Jt4rKuJ/Q4dy8a5d3BIczHAfH5JMJhbn5pIYG3vC+u2xULf2WWe4jJ/u/Si0zan+DhQU\n/pQ0zcDbEQtSZ7YBmEwmHn74YdasWUNmZiaTJk1iwYIFJCQksGXLFs4//3w+/vhj/Pz8mDhxIps3\nb8ZqtTJs2DBWrlzJwIEDG9oqLS3luuuuY9OmTQwaNIgPPvgAk8mELMvMnz+fd999l/79+zfst6fw\np3Ryzc4Wv63ERDHJMnWqSEBx223wyy/CFTg0VMQWxcQIi/Bll4n1/2ziLyQE/vtfcWxGjhTJM1zH\nrr3HQpld7bl05rlzuUVHRc0iLGwatbV55OQsJj5+DdHRTyFJElptEEbjOEymJGJjE5sVwgAqlQd6\nfRw1NQfbrDHsoiNiuLu5Sbvjcpl2WByoNCo8wjxw1Dg455dzGPj+QNRearRBWozjjNzz2T04a51o\ng7T4j/HH90Jf9t2wj9CE1hOOdSde3f4WnnH3Ea9Tc0d4HLPj+mOLnsykH5aQaDbzeHo6j6enk2g2\nk3DgALFevqzOzyHEw4P7QkNJMplILiw801+jw3T2fdMpy/QzGFgYF8dfDx3C7nRiUKtx9gDvsJ6I\nMu71bJTz13PpFufOPQMviP9JSeL9rmyjnk8++YTvv/+eQ4cO8fnnnzNhwgQWLlxISUkJDoeDZcuW\nATBhwgQyMjIoLi7mnHPO4e4m9VPXrl1LUlIS5eXl9O7dmzlz5gCQl5dHXl4ee/fuJTo6mt69ezNv\n3rwO9/NM8acTw66JllmzxG9q9GiRJXHAABETvGWLcPOxijKVDRMxCQlntNtnhOxs2LxZJCQpLxfZ\nIZcvF+8rKHSUwsJkTKYkKiq28McfIwkKuoleve6gomIzcDxBVmhoQrvac2WUFjHDbYs7tdobp7Pn\ni2F9jJ7IGZHkLs7FnGjGWe1ErpHRBtUnGquvQezKGu2+ri5Sh+WAhdwlYjkrKQtrtrXFfVmzrWQl\nZbVr3dPFzqpKXuw7iJxjhdSqvTlSV4evzgeNJHNfWBhOWcbpdHJfWBj9PT3ZWlVDbk0VHwwciCRJ\niuCrRyVJWBwOpoSG4qtWs+zwYSwOByqp53gJKCgoKPQIXFlnQaR1lySRTW7evOPLbf3Nmye2cS2D\naLM9mWubMGPGDIKCgggLC2PMmDGcd955DB06FA8PD26++WZ27twJQEJCAl5eXmi1WubOncvu3bs5\nduxYQzs333wzI0eORKVScffdd7Nr1y5AiGGA//3vf6SkpPDDDz/w4YcfstpVn7Wb86dzk3afaPnq\nK5G8YdgwUePwxRfFOmdzuaSOkJws6kF+8olIlBEcLI5dR8spKbE3PZfOOHcu1+iysh+orNxGZeVv\nDB78H/z9L8ZqzW6XW3RzuIvhtrJJQ/ssw7IsYyu2oe3V/dyk3XF3mQYhWnMX5yI7ZSSV1JAt2nX+\nXOtas60c23aM6oPVDNswrEE4u2eXdsUm20ptHNt2jP6r+2MYYMBhcTTKWi2ppNNWpinbaiW5sBCn\nLGOuqeXB1N1syt9FalgCsyu3c62/F0dtDpKysrg/LAyjRsPM9HQ2lJYS7+2HSachsL4AfE8VfJ19\n30wIDSXRbCbJZOLNfv0YtX07/1dUxMV+fiRlZfWYWOqegjLu9WyU89dz6RbnTqUS1jSDQdQxA7Hc\nkQfopCRhuXOJalcbJ5G5NiTk+DOSp6fnCctVVVU4nU5mz57N+vXrKSkpQZIkJEmipKQEHx8fAEJD\njxsevLy8qKqqamgD4Omnn8bHxwcfHx/uv/9+vvrqK6ZOndrh/nY1fxox7F4uqaRElEs6fFj8Lvft\nE3UJ4ewvl9QRXBNb330nrOZw0pNSCn9SXK7RsbFzKS3dgMVygKCgG9HrowAa3KJjYzterNpgGExB\nwep2ZZMGUKnaFsP2MjsqLxVqvbrD/TmTNBXHLVGYXMjgTwez44IdlHxRQtD1QY2yS1uzreQtz2t4\nb/Cng8lekE2vSb2QdBIqjQrJU8KUZGpWSHcEd8Fb6XAA4KtWU+lwYHE4eKVPHzaXl/NK4Hi+2LYQ\nD3sFhy+7lQcO7OXQ/pXYQq7lu7Iyfq+spNxuxybLrBs4kL/naKm1Cwt2T8ge3VXE6PXMiIxkcW4u\npTYbflotekni1T59qHY6W02mpaCgoKDQARISjteAaxrv25VtdIAPPviAzz//nB9++IHo6GgqKiow\nGo3NJwdrQv/+/fHwaOxRJ/WgSeizVgy7J2CrrBS/oXnz4JtvhLvv0KHw5ZfQty+kpiqW4OZwTWwN\nHnz8vZOZlDrjM3QKJ82pnrvCwmRiY+dx6NBfAYnAwKuJjZ1Lfv7rREXNasgWfTIYDEOorPwFlUqH\nWu3Z5vrtsQx3ZxfplsSjSpK43Gjku7KyEzImNz1/slNGG6Cl3+v9SJmYQtSsKGzX+7L36wJ+PFqG\n/7ZaAh8IZfvkHRi31HBwWQ6aSidZb+ejsoNalpFrYe//ijm0MIgLJvqwd9IuykfrkNQSfe6L4Hsf\nS5t9dBe8JTYbS3JzQZa5LzKSpXl5pNfUcNmuXRTbbLw2dAwfqgrYUrKZ+T/N52B5Bb1738l7Ay4g\nubCQWVFiYmVxbi7XBgXxvrc/26srSTSbUUlSjxV4p+O+GaPXkxgbS1JWFrtHjWLc7t28X1TEPfWx\n1S0l01LoOMq417NRzl/PpVucu5gYISYWLz6eCbqj4qIz2ugAVVVV6PV6jEYjFouFZ555pt2C1tPT\nk0mTJrFo0SKGDx9OeXk5q1at4umnnz4tfe1szkox3DQB21NPCcE7fDiMGyfcopOSjpdLUizBzdPF\nk1IKZyGy7KSwcDU1NemMGLGFurpC8vNfp6xMpGfviFt0Uzw9TTidVnS69ln91GpDmzHDZ1IMu4vd\njojHaoeDe1JTWTNgAAMMBiwOB4+npWHQaBosrSBEqamygsP5pXwfV4nHJ73o8+RhfBZm0ef6YKLv\njGD3lylUP5hF3IwwVL5e/PtuiepINVPWqLA5ZR6dUMHSr/zoG+GF/61mDvUuYPClwdy8ZAD7iytZ\nN3Mvt80ZgI/Jq9U+zsnMxOl0kmO1siwvj/N8fTlUXc0Vu3eTbbVyXWAgIR4ebBoxAp1KRXamzK7g\nCyA2gZH1xyJIqyUhNJTZmZkgy8yMjsbicHCo1s4dYf4k9aBMll2NU5bx12p5q39/JuzZwyX+/sTo\n9UpstYKCgkJn0Vwq9jPQRlNB25LAnTx5Mhs2bCAiIoLAwECef/553nzzzXbvZ/ny5UyfPp3w8HCM\nRiPTp08noYckXDpr6gw3rRW8ciXExsIbb8Bzz8H48RARId53d5m+7LKeXQvvdNMZJc66RfyGwklx\nqufu4MH7OXLkE0aO/A1PzzhAJMrKzV18Uq7R7lit2ezYcQGSpCUs7D5CQxNaFdbp6Y+j00URFTWz\nxXWK1xZzZP0RBn086JT61h6aWnpdYtegVpNqsTSIx3gvLx5NTyfHamW4tzc/lpczyMuLcoeDPVVV\n6FUqLvb15UBNDQmhoehUKv579Ci9tFqGZmTwq8nUIBaPmatZvyCViUuGMLCXL28/9Acee62EHXDi\n8JTIjIVf5vpg/KiSjRNU3PCJzDd3qxm53obODr3q1Hxxh4p+/f3pP7+MgQdl1PkO+Kkf65xl3Kw3\nkrskj20PenG50cgxh4Mvjh7F6nTSV69ne1UVYR4e7Kiqos7pxOJ0YtRouMTPj3gvLw5UV9PPy4s5\nMTEsyslpELRTv7ifAk04X12T2Oyxg+MW6MIDK4gyBDB7zOzTfg5PJ6fzvpmUlcWsqCgMajWLc3L4\n+MgRvh46lOWHDyuW4U5CGfd6Nsr567mc7nPXdPx5tW/fdrkSKzRGqTPcCTTnBv3KK8KCOXWqSIhl\nNsMll8A99wgvg0WLxLaucklw6pM2ZzudMbGl8OfClTDL4aimuPgjfHxGN8T0ujJGn6xrtPs+8vKW\n4+8/Dlmua+Ry3XI5JgMOR1Wr7XZ2jeGWrL2lNhvbjh1jdf/+jSyladXVHLHZeDk3l/5eXly5Zw/H\n6uNhR/n48FVpKV4qFf0NBvw1GmqdTmqcTgI9PCg7doxPSkr4uaKCWqeTCrsdr4MHOS8khBidjikH\nDmCTZYYk+JL87F48URHwey2vz1FhC9FweWAARVkW7vu3hFnSYRnoy41RAVz1t2xS4tU4gAEeevZH\nqBjr789hr3JKRnjglCyk/SePX8baybVaGWapZmulnTpZxk+j4Zjdjl6lYpiPD0ftdqaHh/PF0aM8\nEx3NWwUFqCWpkauzy9rrrRZx2xaHg69ztvHqlYsajqvL3bc5Es0Gau21nXYOz0bck2k9ERXFTxUV\njNmxgysDAxvcy5WEWgoKCmeatjym4PhEaGfes9qT08JLpWJ66o5O2Z/CmaVNMSxJUnRz78uynNP5\n3WmZpCS4/HKRzKm0FLZtE+7NAwbAnDlQXCyyQX/7LRw6BPfdB2PGwKuvCuE8e7bIUA6Ku29Xo8yu\n9lw6eu6OJ8yax8GDUwkOvh1QYTY/i1rt2+GM0S3hKtNUWJiM1ZqNWm3AZEpq1eKsVhuw28tbbbc9\nbtLtHZxbs/auO3KEDwcM4LmsLIYYDHxdWkq1w8EbBQVc4OuLxeHgxqAgtJLE4t69eS0/n1lRUSzK\nyUElSUwLCwMgq74G3P3h4TiBxNhYEs1mnoqOZkF2NmVhYVwbGEiW1UpqdTUeKhWDBwTw3SMSf4uI\nIH2emd+uHMSS0nySTCaSDFmMiPLHcf8B/F6vwde/irgPB/K96ggAN9gCuHxlJpf6Wtm1X2LkG735\ncVUWD9cZ8Q6F+/1C2OB3kIBQ/0YCF2BSr16U2e1MCAxkkMHAy7m5eKvVTA0La+TqHKTVUlOfATrR\nbAZkKivTuCJyZLt+GzqNjsraynat2505nfdN92RaTlkmysODn8rLGWowMCUsrFHiMUUQnxzKuNez\nUc7f6aMzxlAvtbpRKE6QVns8PCgmhp+ysk7IpdGakG5PWFJCRAQLc3LIqKnhntRUth87Rlld2+Ua\nFbo/7bEM/xeQAQnQAybgIHD6/QjdmDhRWHjfe0+I4JkzhZgNDhYlkvz8hAh+4QWRFGvlyuMZooOC\noKZGuPkqSbIUFE4f7iK1uvoA55yzFXB2ilu0O7LsRK02EB7+UMN7arUBWW451blabaC29nCzn7kG\n577ppRQP0ZCdnt7mINnW4LwqPx+L3c5PZWXYgdfz8xnl7c0tKSkU19WxMCeHOL2enVVVROl0PBsd\nzdelpTwfF0dSVha3BgdTbLMR5OHRyFo6vYl4rHY4mLBnD2sGDADALsvMzshgZnQ0yYWFjDMaAThq\ntwNwW3AwR2w2LjMaiX5IxbqZe3E+7g/A7V4BrH52L7e97Rb3az/csJ+bUlNZ88IATAYDlkl+vL1g\nP9ePDKNmdw23e0Xwxowd3DZnAONCvVrto7vgfbugQJQ+cns9Jza2QYRllmWS7BmA0dPYrt+GTq1T\nLMPtwN26npSVxTdDhnBDSgrn+foy0GBQEmopKCh0Cu0NCXIfQ6dERPDa4cPUOhx8W1pKoFbL+0VF\nvBwXxxv5+cjAPSEh2J1OXszO5u6QECRJQi9JJJlMjdodYDC0Ola3lNMiz2rlpdxcTHo9P1dWMmjb\nNnSSxDWBgVQ5HPxv2DBeP7iWpWf6ACucMm2KYVmWh7gvS5J0DvBQC6ufNi66SIjYoUNBr4ft2yEu\nDgoLhUheuFDUxL3qKrF+01rBc+Yo4vdMocTe9Fw6eu5k2UlZ2Q9kZy9gxIjNDVmeWxOpJ4MkqXA4\nLKjVx+vvORwWJOl4qnP3Abi0tozycht6hzfe1clcH3E+my36EwbnfVXl5ASqcDqdzQ6Sz2RkUCXL\n/FZZiZdKxYrDh5kaFsYTGRkccziI1Ok4XFvLOdu3U2G346NW89nRo4zy8aGkro7x/v4ctdvp5e/P\nCyYTRq2WRLOZ+8LCWFJvKQWYGBzcIfG4tG9f1h05grO4mGqnkxpZJkirpf+hQ8y22VoUpWF9vEm5\ny5P4f1XyjrwTSS1x+dP9+LdnJc6Cilb3o/IU6x5KysL4q5XCf9S2f9smgrc1dhfuZmjI0Hb/NvQa\nPbWOni+Gu/K+6ZRlLvD35+Xevblqzx6+GDyY4T4+SkKtU0AZ93o2yvk7eVoTv3/PyKDQ4WBFXh6S\nJPFtaSlXGo08eOgQlQ4H/hoNOVYrKwsKQJYJ1+n4rrycOE9PMqqr+bmigvzaWiRJ4ruyMjwkicK6\nOtYdOYJcv783vvoKw8iRjPTx4a8HDzIhMJDvy8q4ymjkb2lp1DidxOr1lNhsjNm5E2f9eDl+924C\nNBqyrVYcssyK/Hx6abXc3qsXCaGhxHt54afR8LdgmfmHfsKjaD1XOP9QxPBZQIdjhmVZ3iFJ0nmn\nozOtcffd8OyzsHQp6HTH61AnJgqX6DlzGrtBKxmiFRROH664YFl24nAIl1S12pejR78kL285w4Zt\nwNOzN3CiSO0MQkMTMJsTMZmSGkombUlbyHeaW1GZzY0G4LwqMy8e2oWHvg8TVSmExT7BnXt/5r0B\nAxkR0I/ZmZlU2mxsLCujOreK6KhwtHoN96amUuFw4KNScfHOndTJMhaHA6NazSclJfT29OSozYZd\nlimuq8NXo+HqgAAidTr+c+QIfhoNs90SQSVlZTE5NBSL00lCaCgLsrN5KjoalSSd4Bp8MuLxIj+/\nhtfZViuLc3PJPHqUgLi4VkXp4xf1JmZ843YvJrhd+wGwLvFhx4U7uPqV4R3etj3sKdrD0F7tF8M6\njWIZ7igqScLicDA5NBRPlYor9+xhgcnEpooKJYZYQUGh3WRbrSzPyyPJZMKgVjMnM5Oiujqezshg\n27Fj7Dh2jL6enqRaLFwZEECN0ykSJgHhHh4iNEOn493CQvRqdUN4kGsMfTA8nNfz8wEaheI4ZZmn\noqNZlJPD0Lo6vgoIYLzRyFsFBVQ5HNQ6nTgliVqnE4NKxRVGI8FaLf8+cgSVJHF/eDj/ys/nkchI\nkgsLeSoqitfy8xvltEitrmaS0c7M/ZsIN15IVNRt5JVccaYOtUIn0p6YYffUqypgJJB/2nrUAkFB\nIElCCLtK/jz1lLD6Km7Q3RtldrXn0ty5c8UFm0xJ2Gwl5OYuQZYhKGg8hw+vRKsNRK32ATovYVZT\n9PoYHMEPMGvvxzhkGYusQdbfyHLTkIYB2O50ss9iYWna79wQdQWZ5SnMLhmL81A2IYYork4xo1aX\nUFhXR5BGw39LS1lxxM6P2iq0Vj0yEOnhwSORkXxaUsI/4uJYkpvLk/UDbnOD823BQghuqag4IRGU\nu7U3Rq9nalgYN+3bx2gfHxbn5jYrdk9GPIKbC2wLLq4n225z6CJ02EpsOKwO1Hp1p7XrYk/xHiYO\nnNj+/qh1Z4VluCvvm+4JtW7v1Ytah4MpBw+SGBvLs7GxSgzxSaCMez0b5fx1DJc1+MeyMi7y82Of\nxcKG0lLezM/HU6UiWq/npd69+aa09IRJ4gfDw/FQiQnzi+vHJr1a3eoY6qVWNwrFWZWf3xAeFGMy\nsa8+ZjitpqahtvqD4eHo6/czsVcvAP6oEkk1Y/V6IvV6hnh780hkJC/m5DSb08KS/xJa75upcco8\ntO0ldNo7ga1dfLQVOpv2WIZ93F7bgS+Bf5+e7rTMxIkwYQKsWSNE7tSpcNNNMHq0yBStuEErKJw+\n3C3BFRWbiIycSUrKbVRXH8LH5xw0mkD27bsZk2kB/v6Xkpb2EH5+l3RawixowfVqyD14qlTcf/Ag\naTU13J6SQmFdHYeqq7E6nSQXFeEpB1JZXEawOgibPYMwDTwQGcMH5oO8PORSVhUU8HR0NIuyswko\nzeHlC+NRe6kbEj8N8/bml8pKfDUaptQPjO0ZnNtj7f1w4MAeLy4ktYQ+Wo81y4oh3tD2Bh1kT9Ee\nXhj3QrvX12nODjHclTRNqLWpooJPBw/mkfR0CuvqWNS7N1PDwkg4cIBL/PwUS7GCgkID7tbggtpa\nzFYrl+7cycTgYG4OCuKVPn14KTe3oZ55p4yh9UmxXF5P7uFBTdttaz8dyWlRURHJnP6xHEu/A61/\nMPHxiazg0TNz4BU6jRbFsCRJesBHluWkJu+37AN3Glm3TrhIr1t3vObthx8qArgn0KWxN51RGFmh\ngY0bN3L++aYGS7BK5cXevdexf/8dREX9HY0mkMDACdhsJdhsY4mIeAAAP79LMJmS2mi9bVwCuGkp\nokfT0sisqWFiSgpbKyuRgRsCA6l0OFjVrx8fFRfzXEwMS/LyqKz4iaT4C1CrDTxj3Yrk/INzDb3Z\nqK0jst5COzszE/9qCbWHiucKs9s1SLY1OLfk2tyZVtm26KprTx+nx5rR+WK4qq6Kw5WH6RvYt93b\n6NQ6rHZrp/bjTNDVMYvuCbUSzWauDQriQj8//paWxuDff+cCPz/O9/EhyWRSLMXtQIk57dko5691\n3CenN1VU8GRkJLenpLC5/nX6eeexurCQhNBQ5pjNDeL3dI6hDeFBv/5K3AUXnDD53Np+WgtLcjcG\nlPMTlsyvkGUH/fv/q9NDwBTODK1ZhpcBG4BPmrx/MXAl8ODp6lRzuGrdXnRRV+5VoUeRnQ3Ll4s6\nXAZD4xpaiiA+aVwZomXZSWrqPRw7to0hQzZQUfEjXl59CQq6EQC7vQw4tRjhlhJvLMrJ4ZnoaKYc\nOECVw0F6TQ3XBAYiyzK7R41idWFhQ2zRKF9fgj08mJuVhbdazQOmi5mxez2+vuczo+8N/LbzWq74\nI4g1Ay8Ejg/OPsUylkDVSSV+6kqB2x3xjPOkJrOm09tNKU5hQPAANKr2p7dQYoZPHVcMsVGr5f8G\nDuT2lBS+PXqUgd7e1DgclNhs6FQq7k1NZZzRqFiJFRT+RLhbgtXA97t3c2tKCrOioni1Tx9W5edj\n1GobElM1Fb+nawx1TehtzMpibP3EXtN2W9tPc5+5h4Wp1QbS0h6joGAVw4b9hEqlxeH485RWmjJl\nClFRUcyfP/9Md6XTae0JY6Qsy9ObvinL8n8kSWq/z5rCn54um11NThZCWK+HvXthyBCxvHjx8dkU\nhQ4xduxYzOYfUam82LPnajw8whg+fBMFBW8hSVoiIh4gM3M2sgzR0TPbjBFuq76ge9bJx9LSMFut\nTEpJ4buyMvp5eXG50UiZ3c4twcHCtTknh0i9/oTYIvcB+INSNb4+w6m2/MGKDDt1Hjfzd/1PfF45\nkk8rjg/OfkesZEbU8EqfPif0u6eK3a669jx7e2LN7Hxr7O6i3QwLGdahbZSY4VPHPYbYoFbTx9OT\nwF69yKmtJXbrVgYbDHw8aBCa+uQyipX4RBSrYs9GOX8tk1xYSJLJxG+VlUw/eBAPlYpfR4zgs9JS\n+nl5MSMykhezs/m5oqJDlQM6i848dy5jgFptoLDwfUpKPmXIkK8xm59qCAVTEOzevZsZM2awZ88e\nfH19mT59Os8+++yZ7la7aE0Me7XyWYfOviRJq4HrgCJZlofWv5cI/BUorl9ttizLGzrSroJCI5xO\nYRHetg2mTIF9+8Sys3PL+vzZkCQVR49+jtWaxZAhX6JSaQkLm0pa2kMUFHggSSokCQoK3m42Rrgl\nV2f3un/xXl48kpbG4dpaZqWns72qir1VVVwVEIAMPBQRwfz6B3NXKaKWxG/zs88m4BwAbLZyfvst\njnMNMlptABIqQkigssgTjxCPrj24Zwn6OD3lm8o7vd09RXs6VFYJFMtwZ9A0hnhrZSUr+/ZlgMHA\n/QcPYrZaGb5tG8N8fFCBEk+soHCW4z6R/WN5Ofm1tfz36FHe7N+fwQYDy/Py0EoSIMbjWqeTd+uT\nRfZEXK7RZWU/IMsyIJGfv5Lhw3/AYBhEebl7KNi8ZtvojKi9nhT5d9ddd3HrrbeyadMmMjMzufji\nixk+fDjXXXfdme5am7QmhoslSTpXluXf3d+UJGk0cKSD+3kHWA681+T9JbIsL+lgWwo9jC6LvVGp\nhGt0RQWUlor3LBbxvsJJsXHjRs477x7++OM8+vZd1uAWVFCwmvj4ZPT6mMbWXiQur/Xnu8KsE6y9\ni3Nz+XTwYBbl5PCXkBBezs1lvL8/N+3bR4XdzjGHgzF+fhyoqWFRXBw/lpc3WH/vCwsj0WxutRRR\ne2efHY4KDIbB1Nbm0q/f8gZrtibvXjxCdF1wVLuOrrr2PONOj2V4T9EebhlwS4e2OVssw2c6ZtE9\nhtjdLTLUw4Mlffow7eBBimprifj1V3p7ejLa27shnvjxtDQMGg2+ajWVDgcAvmr1Cd4gbS23tW13\nFt1n+vwpnBrK+TuO+/WfV1vLm/n55FmtfDF4MCN8fQExIfZQWlrDeHwmPUVO9dy5u0Y7nXVYLLup\nqPiZQYPWYzAMalcoWGdE7XVW5J/JZOLhhx9mzZo1ZGZmMmnSJBYsWEBCQgJbtmzh/PPj3d1PAAAg\nAElEQVTP5+OPP8bPz4+JEyeyefNmrFYrw4YNY+XKlQwcOLChrdLSUq677jo2bdrEoEGD+OCDDzCZ\nTPX9zeauu+4CIC4ujosvvpiUlJQeL4afBNZJkpQM/FH/3ihgMjCpIzuRZXmLJEnNnTqpI+0oKLSK\nq+bWiBFQXt74zqFw0lRUbKbMYxj/yLfizH8HtSRxfcQ0/q9QptSW1qK1d4DBwJzMTI7ZbHxRUsLP\nFRWkWiz8VlnJisOHCfPwYGKvXgw1GFjcpw/vFBQ0lC0aZzQS5+nZYP1tbymi9lBYmMygQf9m+/YR\nVFT8jJ/fRZhMSezJXI9/yCWn4Qie/ehNemoya5BlGUk69dt6dnk27+x6h98P/86G9A30NvYmxr99\no79iGe583C3FP5WXY5dlFsbFEaPX82haGjaHg+SiIlJrahjt7U2lw0GgVst9YWEsyc0FWea+yEiq\nHY5G94em9wv3ZS+1utVtT6fo7s4iW0Ghq3Avl3S+ry8Ls7N5o6CAxyIiKLLZWF9SwghfXywOB6sL\nCkiOjz+j143LmltQkElW1k+Ehia0u5JF04oZffuuxGrNprh4HSqVnnPO2UZRUTI+PiPbVS7SFbVn\nqM8paTB0PGqvM9pw8cknn/D9999js9kYPnw4O3fu5O233yY+Pp5rrrmGZcuW8dxzzzFhwgSSk5PR\narU8/fTT3H333ezcubOhnbVr17JhwwZGjBjB5MmTmTNnDh988AEAjz32GO+++y7PP/88GRkZbN26\nlb///e8d6+gZQhLm/xY+lKRewMPA4Pq3UoAVsiwXt7hRy23FAF80cZNOACqA7cATsixXtLCt3Fo/\nFRQayM6GRx+Fzz6DZ5+FadO6r09JN6JpLO8Yg5UvDm/F4XRQWLkXnf/VvDHkCgxqdaMH1nVHjvBg\neDj/yMnh2oAA3ioooI9ez5elpehVKnZVVeGtVuOlVhPm4cG0sDDG+PnxQXExaklqqNGbGBtLttXK\nktxcvNVqFsTFnfCw21kPqWZzIiZTEiUln3Pw4DTi49/BYBjMjrs/xnu4D773FHZoEFUQ/Bz8M6P2\njkIXemrW9ezybJb/vpxp50zjsncvI21GGokbE5lx7ox2CeL00nSuev8qMh7JOKV+KDSPu5XIoFbz\nTGYmNqeTaWFhZFitPJ+VRbndTrbVSpCHB+f5+BCh03GwuhqtSsWVRiObKiq4s1cv1hYXc4XRyDdl\nZUwICGBtcTGDvbz45dgxPCSJawICCNBq+bG8HE+VioSQED4/epQkk4miujpezcvDW61menh4g3B2\nZYE/GdHtKudyOu47Cgo9Cffr/OFDh/i9spJqp5N34uMZZzSSbbVyb2oql/r7n7FrxF3AOhyVOBwW\n+vR5BbXagMNhIS3tcTQaA2q1L5KkanFcb5ok69Chh6io2ILVmkOfPkswGsc3uEwbjZed0I4kSTTV\nKImJQriKzzvn+7p24d52ezCZTLz44ovceeedANx2222EhITw2muvAbBixQp++OEHPvmkcb7k8vJy\nAgICqKiowMfHhylTpqDValm1ahUAX3/9NU888QT79+8H4Ndff2Xy5MlkZWXhdDqZO3cuia2o9uaO\nm9v7XWosba20km+96D3hm0iSFC3Lcs4p7nslMF+WZbk+IdcSYGpLKyckJBBb77Ll7+/P8OHDG9wg\nNm7cCKAsK8sQE8PGyEix/PDDEBravfp3BpdN559PcmEhmb/+iiRJ/PWaa/iurIw9W7ZwoLqa9Xff\nzQCDgbc+f5+p2Vl8ce8D+Jav5sGt1ZSrfmB/VBweunBmrl/PcL2eaSoVJTYbb331FYV1dbw3apSo\n8bdrF161tbx06618XlLC2KwsPiouZv7NN7M8L4+glBRyjh7l6euvZ8KePcw4coSNWVmMHjOGGoeD\nw7//zr2//UbcBRcwJzYW89atnXo8fvstm8zMrxk//ga02s95771r0OkiGVb5HGGDxrEnYzs///wU\nt966CL0+ptucv+6+7NPbB2umlV8P/HpK7SUmJ3LHoDtIL01naMhQtv2yjfHSeJJ3JZM4NrHN7Xf8\nsoPKA5W46C7H52xZNm/dyqi6OhZrNDhlma9/+IHHIyKI79OHeIOBdd9+y6Revfg+JoajNhsRqakU\n22yU9emDXZb58vvvOVhdjWPMGFItFgp//50sqxXD2LGU2e0c2b6dWosF7ciR5NfV8f3Gjey3WJCG\nD+eXykqyfv2VZUDdsGHoJAnnzp28qlIRdu65eKpUfPDttziAoFGjuHDnTjx276ba6SR09GjG7tpF\nYEoKFXY754wZw92pqbBrF9cEBHDT5ZfzVkEBg9LSOFpcTPCFF5JkMvH199/z8KZN9L3wQnzVarJ/\n+42R3t6UDh6MU5bJ/u03rg4IYNKVV3aL86MsK8snu5xttZL46afIskzOgAHMjorixjVr2FpZyao7\n7uCGwED+tn49Umgoo8eMYZzRyKVZWQDE1D+fd1V/XSUfs7PHo1Z7Eh39P+rqyli37mFkuY6xY8cj\nSRK//36E8PAbGTNmNGlpj/PHH6WoVAZGjw4AYNu2UiyW3dx554fU1uazfv0TlJV9wzXXPEBAgJ6D\nB+MAM2PGzAIgK+tSsrLMjB0b06g/TVGphHOiwXBcxFosHbPqJiXBrFnHLcOuNlSq9m3vTkhISMNr\nT0/PE5arqqpwOp3Mnj2b9evXU1JSgiRJSJJESUkJPj4+AISGhjZs5+XlRVVVFQBlZWVcffXVrFy5\nkjvvvJPCwkJuvfVWQkJCeOCBB1rs18aNG9m1axfl5SLnSFb976mradEyLEnSDlmWz6l//b0sy+Ob\n+6zdO2piGW7vZ/Wfy/PM5g7FErW1rMz0dh0bN25suJF1CfPni7vN/v1QXx/2z0LT0kRAgwuhe6bm\nptbdB8LCmJ+dzdVGI2+af2Rk4DC+LiunZksyRaMmYXVK1Dpt9Df4YnU4uDwggIPV1QRrtcyKimKI\ntzcvZmejasPam2qxMPXgQUb7+BCg1Z6R6/LEWeAZFBd/BA8vZ9CKKzCOCcThsJCbu5jY2J6dhbwr\nr739d+0nYEIAoX8JbXvlVkj8MZGkcUks3LKQkuoSFl+5uNH7bVFsKWbQykEcebKjqS26F11+3zxJ\nmlqK52RmUmW3MzM6muT6kmcAi3NzARrdH5KyslpcBlrddq7ZzCMREbyUm0ut08lDERFUOxwsP3wY\ntSTxWGQkr+fn80S9e/dDEREszcsjITSU1w4f5sagIN4tLKTMbidIq+VgdTXpNTX4ajSc6+NDhd3O\ntPBwemk0bCgrw1+jabiHNbUyN3dPc9U6PVtioP9s9JTrr7Nwv44r7Hau27OH1OpqpoeH80B4OKsL\nCkgymViUk8NT0dFnPIN8VlYSUVGzADU5OQvJz38dWXai10eSljYMk2kzdXXFqNWehIT8BR+f0VRU\n/IJG40t4+HRyc5cgyxAaeheZmbOxWFKQZQfh4dMICppIcfH/IUlaevf+R6MqGc1ZlpuzcHa3mOHV\nq1dz2WWXAXDPPffQt29f5s6dC8Dq1atZu3YtkydP5sUXX2TDhg1ER0dTUVGB0WgkPT2duLi4E0or\n/fTTT9xzzz3k5OTwxx9/cOWVV3L06NGG/S5dupTvv/+ezz//vNl+9QjLMI3jeQNa+ay9SO7bSZIU\nKstyYf3iLcC+1jaeGBzc7lii1lyiXMt37t/f4gO5Irp7OJX1VqHyzs9u29W0VoqotdJEJTZbo2vk\nzfx8Kmw2NpSWUut08nZBAYO8vLhx3z7KbDZeyslBK0l8UlKCl9NAHydorClc7itjDQ5lTkwMi/Z/\nyLJzpjR6YE0IDWV5Xh7Rej0qSWJicDAT9uxhTf0kRHOJrj4cOLDRNdHVZYv0+hgiI2eQm7sYWXZi\nsexlxIhN/HH0IAXWhRh5CbXagCwrWcg7gj5O3ylJtFSSCkudhdSSVC6JFjHcljoLqnaWsNCpdVjt\nnZ/MS6F5mmaernY6qamvL+oqeebuvux+f2h6v3Bf9lKrW93WIcs8n5XVILojdMI9P7r+3hKk1RKk\n1RLr6UmwhwdBWi3hOh0X+PnxbVkZl/r7s7+6Gjguuv+Zk8NRm41L/P15q6CAn8rL+ba0lHK7HR+1\nmkyrlSN1dTwRFcVbBQXMiIhgdUEBnw4ezOv5+Y2eU4rCwgjpwHNLc2EhSlyzwunE/fliU0UFs6Oi\neM5s5t3CQuK9vNgxciTrSkoYYDCcUC7pTJdSE+OzxL5916NWexMYeD19+iwhN/dlqqrGERISQ2Tk\n42RmPoVGYyQj40kcjio8PEI5cmQdkqSnrq6AwsJVeHnF07fvMiyWlIYM0Wq1nrS0hzCbE5utktEW\nMTFCtC5efDwTdEdFbGe00RGqqqrQ6/UYjUYsFgvPPPNMu3OA9OvXD1mW+eijj7jjjjsoKipi7dq1\njB8/vu2NuwGtiWG5hdfNLbeKJEkfAGOBQEmSchCu1+MkSRoOOIEs4P7W2rh27176enoycf9+PCSJ\n83188FKrue/AAbT1D+GzzWbu7NWLT0tKeDo6msW5uTwcEcHbBQW82a8f7xQWcm9ICKsLC5sdvDqa\nwKO7iO7uPtvc5bOrLjFcVta1+20n7RW4rZUiarocrdczMz2d4ro6luXl8XVpKRE6HblWK8O2beOY\nw0GwVsv/ysu50NeXaqeTc/38qJNljFots0LUqMreZ0lZNHXWLG6ueZ867RBeTlhBbp2df+ZkIteL\nEfcH1qaJrdYdOcLSvn1Zd+QIzuLiM1JjsD3o9TENVt+srCT0+mgoO8IxzQ8cPryS0NB7z4r6gV15\n7XnGeXZKeaWE4QkkbkxkX9E+7h95P5Y6S0PMcHs4WxJo9SSrlHvmaRD3OJc4VkkSSBJvFxSgkqQT\n7g8tLrex7ekS3avy8/mlvJy3+vcX38ts5tHISOZkZnK+nx+vHz7MWwUFbK2sZNnhw5h0OvZZLBTV\n1fFNaSmX+fszMyODO/r3542sLJ6JjubVvDzUkkRCSAiSJPFSTg6SJLGiTx/eyM/niagoymw2PFQq\nPCWJJJOp1WeR5uKau9u439PpSddfe2nqOWZxOFjSuzd7LBbWFhdzw7593BMayt7Ro7HJcrcsl+Re\n8qig4B18fUczaNA6amvzMJufQ632ZuzYsWRm/g+zOZGYmDno9THIsp2QkHsxm58GNERHP4VOF87h\nw68RFjaVvLzlSJIW4ISKGSdLTEzHE12djjaaCtqWBO7kyZPZsGEDERERBAYG8vzzz/Pmm2+2ax8+\nPj588sknPPXUUzz44IN4enpyww03MGfOnFPrfBfRmpt0HiKOVwIer39N/fJjsixHdUkPRV/kv/w/\ne+cdH1WVvvHvnZ6ZTPqkdwIhIAhSRBAERcWOZVF3LRHWAi5rQ6xriNhFVhdFVwUDWHEV/SF2pShY\nQDokEEgyaTPpySST6ff+/khmTEISQg8wzz/53Cn3njsn95zznPd5n3fXLq41GFhaUYFTFLkgNJRm\nUeSrmhrcksSQwEB+sVjop9WyrbGRBI2Gvc3NRKhUlNjt6ORyql0u3JKEu3WykAFKQSBELscBJKjV\nVLtcJKvVVLhcKASBMwMDCRAEdttsKASB0Xo9W61WroqI4NvaWi4JC2NNQwO3REXxYWUl10RE8EVN\nDVMiI/lfVRUPJSSwtKKC6yMje2zgcSTmH0e623yiCPvRvM4t99zD4G+/5fMXXyTqtttO+P0cLsFd\nXlVFZlQUTxcXc3lYGB9VVTFSr+eL2loGarV8U1eHAthvtyMBWpmMMwMDqXe7CZLLfYuhT6urCVEo\neLjVqTk7JaVddPeGUDcv5q9l7sBreLOigeFNr/NAdR+WZgxhZNRILE4Lt29dQWTQIMLUoafcwstu\nN1K8ZyHmcy5jeHUcf/xxNmp1FKGhE1EqwwgNnUhd3fdIktitCcfpCGO9kZytOYiSiMPoYOz7Y7ns\n28uO+LxFdUWkv5bOPWffg06pI3NIZo/dpEVJRP6kHM8Tnh5Hk/04OdFVWsiRjOcdU0rayr6TNJp2\nY6ddFLk5Koq85mZyzGZsHg+jgoP5praWDK2W3ywWolUq9jQ3IwIGpRIRqHQ6kYAwpZJqp5NAhaJl\nfSKKeIBolQoBGKTTUdsalZ5iMBCjVvNtbS13xsbylsmEvk36SXfS7ZN5fPbjyOB9RjquPabv2cPW\npiZq3W48kkQ/rZZX09JYVlnp29jKtVqZkZ/fa+qHe1OcEhLuZ8eOKxBFOyEhF5CY+ABKZUQ7w6yO\nhloFBY/hdjeRmHg/ZnNOq8QaXzqU1ZpLfv4MgoPHHfI835Xc14/u0Ztk0t2R4W73IiRJOgQvsyOD\nN2e4p7lE3eUhiZLEnORk6t1uXigpwSmK/KM172haTAyvlpby16goFplMuCWJy8LDsYkin1VX4xJF\nRgcH80NdHUP1en5paCBdq2VrUxMpGg17mpuJ12gosNlwShIKoNHjwSqKyIEAQUAUBMKUSpo9HgwK\nBRZRRCEIpAUEoJHJKLbbW0i4Tke+3c75ISH8YrEwLjiYjY2NXGcwsKq2livCw/m+rg6lIHBbdDRq\nmYz3KipQCAJ3xsSwtLKSJ5OTKXY4DsjZPBwSfiSEfdv69fySknLMr+P97p3TptGvuJjqf/6Ty8eN\nO+4bEF19d0n//rxbUcE1EREsKC9nUlgYn1ZVMSQwkG/r6kjXavmpvh6dXE6h3U6Tx4OMlh1ZEdDJ\nZIwODibfZuNag4FfGxqYnZjIh5WVzOvThyeNRmYlJPBCcTEyQWj3jGRGR3f5fxBQNY+msBncsa+E\ngbJiaFrLtclX83npj1TssJE0IoO7Us4lPTjteD3yxx31u/ex8+J8on78mrq673E4Khg+/DdE0Ulu\n7s1kZCxDp8s4JIfK3oBjmffmdX3OHp+NTqWjZn8NUx+dSuptqQSpg5AJskMisW1Raill+JvDMc8y\nH/zDnUA1V4XlEQsaxclLAE63nMXehM4iaF35LUyPjeWF4mJmxseTYzb71hrnFRWxNjm5x+sWbx31\n54uLuSMmhjlFRVwaHs5b5eU0ejykBgRQ5nCwramJRo8HBaCRyxnWmt98VXg4eTYbd8bG8mlVFQ8l\nJvJ6eTmzEhL8UeTDwMny/HWnNGv7vzu3qIiBOh3/KSvD5vFQZLdzc1QUTknirfR0ShwOXyT42T59\nsHo8JzwvuCOKirKJi7uHHTsuJzBwCAkJD2AyvU1Dw3pCQyf45mJv33XlNu1yVftyhhMT70epjOg2\nJ/hg8JPhw0NvIsPdyaRrJEl69bi15CA4lFyi7iRRy6uqqHK52k1eOrmcKJWKYXo9yQEBnBkYSEar\nfduUyEgAqlwuoGXyUslkPSLd2SkpWD0eXiwuxilJzE5IYK7RyD3x8bxQXMydsbH8p7QUtyRxY1QU\nNlFkqdmMS5IYGRxMudOJWibDIYrUezyYnE5W19ez22rFLorsamrCJUlsaWrCJoqYHA7cksRbJhNN\nHg9PGY3An4naL5eWAhAslzN2yxYUgkCiRkOATMaF27ahFAQG6HTcnJvL6FbyPVKv5469e5EB5wYH\noxAEpuXlIRMELg8P5759+7g0PJyva2u5zmBgdkEB10REsKqmhpnx8TxbXEyV2cwjI0agkcl4qXUR\n8EqfPrxWVsaMuDheKyvjpdRUFpSVIQPuio1FLZPxWlkZADn9+7PIZOK+1jytN/v1483ycmbGx/NG\neTmvpqWxsLwcSZLIjI4mwemkICqKvOJink9J4eXSUv4eE8ObJhNPJifzUkkJUuv/hQRkFRYiAbMT\nE3m2uJi/RkbybkUF98bHM9do5PrISD6oqGB6XBxZRUW4JYnxISE0ezxMzcvDJUkMCwzk5txcBuh0\nbGpsJEal4pLt2wlVKimy2/F4PAzatAmVIPBBZSVBCgU/NTSgk8mIVauRAyP0eixuN/fEx/NBRQV6\nhYJHExMJVCh8+bbe/68HEhLI9nhI0mgIUigQWhc03rq8d8TEtHtGOsvd9UoOa+oSCcfKK4Y8XCUP\nMOSstWi1/Uh3/YDRfgnjh4w/hk9274BQbyAgrgGlMoxhw37HbF7Kli3jUCojCA+/CqPxaVJS5iJJ\nInJ5ADKZlpSU7JOOHB9N5GzNIXt8NlqlFkmSaAxpRGFVoBE0ZE/IbidvPlRCnFuVS4bh8M3vvFLp\nk5kM+3HicDDZt3fsrHW5mLxzJ4taJdVt1xoVRUWHtG5xSxKP7t/P/YmJxGs0JGg0nBsczA6rFWhP\npEVJ4q7YWJ42Grk0PJxXSkspcTr5qb7et3H/XV0dHkmi3u2mzOkkQRB4MTWVfJvtiOo1+4nz0cHh\nqhp6aoypl8v5R34++202ztq0iSK7nXEhIVwcGkq508m1BgOzW9ViMkHwpTzNyM/3rRF6ExGGljzh\n0tL5yOWB9O27AEEQSE19msLCrE7NLtumQ0FLZNnrFSIIMgQBTKbFh5UT7Mephe7I8FSg15DhdrmI\nR5CH1N3kBUeXdFc6ne1It1OSCFIoSNRoMKhURKlUxLcONF4Toa2tNuV/MRiodrn4V3IyIi0kPESh\nOCzHzVkJCcwrKeHBhASyi4qY2UrGXa3k0SaKvF1ejkuSuDw8nOWVlaQFBJDX3ExyQAB7bDZESUIh\nCLglCZsoItES9a5zu9lns1HldGJ0OCh3OFhbX09uczPOqip2Wq24+/bl/v37fYRdEAS+qa2lxuXi\nh/p6qp1O1tbXU+l04gG+qKnBIUk0uFwgCCwxm7F6PLxfWUmT283HVVVY3G4+q6mh3uXiy9paal0u\nBODH+no+r6pic3o6dWYzbxYWYnY42NzURLnDwY6mJsocDgRgr82GjJZJSQDKHA4K7XYqnU7222zU\nud3k22xYPR72NDfjlCTyrFYUMhkGpRKtXI5TFFHKZPTX6ShzOrkwNBSbx8NtMTF8VFnJvfHxvGM2\nk52czPzSUhStEVudXH4Awb0jNhaT00laQAARKhWZ0dHMKSpidmJip+ZU3ZlVeZ+Lts9Ix9xdu91I\nHEuoYzWyhvexWndy5pk/oNX2w+OxIgiyk2Jn/GjAWeFEFaVqJbs64uKmExQ0iqKiLESxCYtlA1u3\nnofDUY5aHYfXD1CvH45crvGRY6s1l927b0SvH4FSGXbCiXFP+q/t7rkgyHosCxclkSZnE2e/fTb7\navehkquI6hNF3u485l44F51KR/b4bOZtmEfW+ENLesqtziUjomdkuLP2KwUPewvmYtDqT1qZ++ny\n7J0M6EiO4c8520dqOq49kpKQHcK6pW0ONBw8r/k5o5EHW6XbGxsbmR4bS7RKhShJPJiQwLamJuaX\nlvJHYyN6uZyPKitZWlFBkFzOucHBzMzPZ3pcHBpBQCYIaGUypsbEHJLJ16lMnI/0+etpxLaj2WVP\nlXNeY0yLy8U3tbVYPR7eKC8nSKHg7M2b0chkhCsU3BodTaHdTrRKxezERN/aY2rrhnmgXA6A1eNh\nkclETv/+vbbPHI5Sqqu/YMSIrb68V+9apS266ruO5NgPP7zojgz3Kngnou6cZzu+19Vxl5PXIRp4\n9AbS3RPHzX8VFHB/YiJ6hQK9QkGATEakSgXAmYGBAPzc0ADAJWFhFNnt/DM+njq320eW4U/SrWot\ncjY9Npago1Ai43A/29V3A1wuytPSSDebuXbw4GN2nbbf/VtUFBaPh5ujoymw2xmu17OxsZGhej3/\nV1ODq3UzITM62ieHOxjB7Yk51eGaVXlzb5KT5+By1WI2LyEi4mpfsXqvZOh0gZcMC4IMj8eKXK5D\nrx+KXj+M2NjpKBTBJCdnUVDwOAbDFEpLX0SS3OzdeweSJKBWx6HVZtDUtJkzzviM8vLXSUiYdUTS\nq2OFrqRjcrkOqzW3nSy8I7lvlJ/B4j9exSOJbDAV8v6OZdw0+FZmj5nNIz88wpBFQ7jfcD/bzNsY\nFjsMnUqH2IUrd8d2AL7o+rayrSQEOHxOnh0JrffY5aqlsXEj6emLfO3Nzb0ZjVJPdNw9hCmaur2f\nk4UY+9F70R1R7uq4q/e6ikB3XIt0R5yXV1XRLIqsqK5mfloai00mZrcais5KSODe/HzGBAfz3/Jy\nlpnN/GqxYPV4cEkSi81mRur1JKvVTN+7lyC5nLnJybxlMvF8airVLhcBcvlhEedjWanjYMTzcK9z\nLCK2GTodjxUUILYGB14vL+faiAhMLhcz8/NxSRIXh4Zy1969DNfrWdfQQGpAANfu2oVLkjAolTR5\nPCzdtAmL201Ea+mvcSEhqGUy7ouP5/u6Ol5OS+NJo9EX/JgaE9Nu7dGZWqy3RYLhz3nC42mmqup/\nBAWNQqEIAjgt1yp+HBt0lzPsBpo7ewuQJEkKOpYN69AW6WTU4x9qWRw4+gN2d4PyqZoz/OywYTS/\n+CKqVas4/4knek3O8MHqUh7P8lzeGn2FhU9QX7+afv3eorr60y5zb051FGUXIbklYh6TtatB3JEc\ntjXh0GiSKCzMwmD4C/v3P4DVugNJEomK+iseTxP9+v2X5ua8wzblOBro2H8dayx77ych4V6UynCM\nxrlERFxPRcUSoqMzqax8n8TEhygvfx2bagxPf38T869YhSqgD6PfHkWVtZilF1xL//BUXtqymroN\nkdQHljJ0RDCZ6QNodrtYnLeTe4dMaEdou8vf8niaGbd4JNkXvMzlA6Z1StC9x1VVy1sdQh9Hrx9G\nTc0XqFRxXPjFB7w+egTRqjp0ukHY7UbCw6/EZttDSspzmM1vkZAwq1dL3E+XZ+9UxbHuv67WFx2N\nkrozAPPmKj/YmsJV63JxYVgYhXY7H1dW0uTxEKRQkGe1YpckVIJAakAANo+HALmcUXo9eoWCbU1N\nqGUyLg0LY73Fwh0xMVg9HpZXVRGqUPB8nz4UtJFnH805VCYIR2WNczTXLW+UlVHhdHJVRAQS8LbJ\nRN+AANY2NBCtUrG5sRFRkqhxu9HKZKRrtcS2Vn9QyWScHxrKrw0NXB4RwY91deU8rnAAACAASURB\nVEyJjGRldTUqmYy7YmMJlMt5x2QiWKHgkaSkTo0xs5KTMdrtB3iFnEzGam3nq717pwMKBEFx0DH7\neI+d/pzhw0NvyhnujgxvkSRp6PFsTFc4Wclwb8HR2jU9XMJe8MsvhI0YccyvI0oSjS4X8zIyWJaT\nw7iFCyn/+ute5SbdW+RjhYVZ6HSDKCx8hGHDNqFQBPte99bZg9NnQb53xl60A7TE/yO+W9lwdw6V\nJtNiIiNvxGzOwWR6E7k8FLU6Gp1uMOnpr5+Q/OI1a9YwalSK734aGtbRt+9CAgL60NDwM0VFcxEE\nOQ0NPyOTKZEkEaXSgMfTiCjaEEUXanU0kiTyTqGDOwddhMNRwj2bTJwVPYCr4rTM3fwLF6dnUtNU\nSMkvWznbfhW/Dv+duUP78J/tvzJ7/ALiA8M63VSIj/8nZvPbREf/vbWcxX8BgXM/e59PLr6aYX0f\nprT0ZcLDr6aq6kPCwy/HZPovKlUSFstanM4KRNGGRpOGILRElqOi/sa4jx5h2RXzCHZ+R1jYpVRW\nfoDLVYnHY8PhKEWpDMdguA6HoxSNJpU+fZ7ttH869j3Q6XuHIi8/lL47HZ69UxUnsv96agDWkSzn\nmM1dKqYeT0pi9v79XBMRwcLycpo9HiaGhWFxu1lVU4NDFEnXatnY6pmxx2YjQBCoaK3i4ZEkguVy\nJEFAJQikaDTo5HLKnU5UgsBZOh177XYmhYXxc0MDF4WGssFiITM6mk+qqrjRYGBlbS1/i4rivYoK\nHk5M5G2zGacoYnG7mRkfT5xazdNGo6+EZrPHw2VhYVS53XxUWYlLkhii07HBYuEsvZ71DQ0kazTs\nbm4mSa0mt7mZYLkcs8uFa/NmkkaNQiEIVLpcyIBEtZpyp5MMnY59NhtpAQEU2e04RJEwhYI6t5tS\nhwO7KBKpVCITBIbp9ZQ5HFwZEcEmi4U7Y2P5oqaG2QkJvNNqenq4yrnujDG7is6f6LXHocC7aV9d\nvZKioiyGD98M/OkA3RX8ZPjkgJ8MHyL8ZNiPHqOxEWJjYd06uO022Lr1RLeoV2Lfvvsxm99l8OBV\nBAW1bFR4PNaDTjKnKnZeu5PIGyKJ/EvkQT/blcy4pGQesbHTKS5+gbi4f2A0PoUoilRXf0Rg4GDC\nwi7Fbi9GpYokNfVprNZc9uyZ5pPsHk0y5W1jRxnxnj130dS0GZutgICANARBTnz8P7FYNpKWNo+i\nomxiY6dTXv46kiSSlPQoNlsBJSXzeWX7Bh4fM4MZ3zyJINMyK82Kx2Mhxyhwz+BROJ1mKlZdwru7\n9/L5gG+4xTaR68ZFEha9HUkSCQhIpbl5D2p1HE1N25AkEbe7DkFQoFSGIZNpcbstWFwepmxo4Mux\nQahU4bjdDWg08Tidlej1Z+FwmImMnILF8jsqVRQpKU+hVIb4JNWxsdMZ+t8zWXbdKsIcK9vdT0pK\nNg5HOfv3P4Tdvh+324LNtp/w8EkEBPTHZstHo0klLe2FdhFouVx7QPS6q2i197ht3/amiLMfpx8O\nJ3+1s2hoT4lzW3fseSUlZCUn81hBAffGx/NkURFOSeKW6GiaWvNUnaLIhWFhrKiqYlRQEN/V1TFI\np+NXi4VkjYadVisRrWaUTklCkCSsrWWooEWuKKMlhcsjSWjlchyiSIBMxkCdjiiVikKbDZVMxsTQ\nUNY3NHBVRATf1dZyQ1QUn1dXMzU6mg8rK7k7Lo5FJhMScEdsLG5J4o2yMkTg5qgo3jGbuaHVZPM6\ng4EPKytRCQL/iI8nVKFgkclEoFzuM6c6WMT2jtjYw1boner1pgsLs4iJmcYffwxn8OCv0OuH+V5v\nu2l/opGcnIyx1bDWj54jKSmJoqKiA17vbW7SHx+3Vvjhx9GCxQJBQRASAvX1J7o1vQp/kjg3lZXL\n0WiS0OkGAP7cG2/OcE/QlUOly1XLzp2TSU9fREBAMiqVAVF0MXz4Nmy2vRQUPITNZkSlikKSJOz2\nfaSn51BV9QEGw5QjKuHUHUEfMGA5e/dOx+2uoalpG1FRtxIUNIq+ff/T2vYWd04Ag2EK27df6pMg\nu90NmEyLSE5+HE1eJjuaovmt2sbee/KpKX+J0Mg70FdfTVLS4xRvfI+43ecx449R/HL2j0y5fBiG\nRWchXe1GHmvFYJhCVdWnxMbeQXX1ChISZmM2L0YQ5O1qPm6qLGZg5FYSE68kOTmrHUH3HkdH34oo\nNhMdnYnR+BSJibMRBJmv/Tp1JHa3/YD7cTorKSmZT2rqU5hMi0lMnE1hYRZ6/XBKS19GklxUV39O\nbe1KJMlDUNBY9u27F5lMg8FwHXK5nqKibEBGcvJTlJa+THz8PzGZFpGR8T6Vle8SEzMNk2lRu9zx\n3izH9uPUx8HymjvmKvfE5MtbvaAn7tjQQlQlIKLVr2RIq1/Jr5YWxYXXNDQrORllDyp1NLndvFhS\nggA82AXxhM69QeSC4PNFuTA0lH02G5PCw/mtsZEkjYYYtRqA/lotAMkBAQAMDgykn1bLFRERbG5q\n4ryQEHY3N7e7nyCFol1lBzh0s8tD8bHpzCekuxz1kw27d/+N+Pj7fES4M8OsE43OCN3JCu9Gg9Wa\ny9at4xgyZA063cBetwFxtNElGZYk6Znj2RA/Tl0cV8lKQwMEB0NoKNTVHZ9rngRom3tTWroAjSYF\nrTadwsLHfQv0zoyeTheppqvC1WMy3BFtybGXlFZWilgsv9K370K02jS02jQslt+IjZ1Bfv7d1Nf/\niCDI2Lx5GCDHbF5CUNBo8vNnEhf3D9Tq2G5LOLWV7HYm3RZFDw0NG/j22+UMHLgQrTYDtTqO/v1z\nKC9/E0FoMd5RKiPweGwIgswXWe3b9xWqqpa3I/caTRJTRzzMeUsv55kJ2QSpgyh2NvPUF1cwe/wC\nQkPHYPyqhH4vDeeP9DzOjk4nTwxn3AsT2Z1lQX+PkdDQC7DZ9hIWdiFabT8fCY+JmUZBwaO+qGuF\naSmRss8xGKYA7Ql6x2ONJomYmGns3DkZvX4EVVXL6dv3FYRNf6Oo9A1iPX26vB9JcrN//6O+/O/m\n5lwSE2djND5LZOQNGI1PodcPpqJiF6JYQXX1Z3g8jVituYCE1boNu72UhoafcDhKMZvfwe1uoKTk\nJbTadBwOIw5HOSpVLIIgHHI5rtPl2TtVcTL1X2dkuS2OlDjDsavUAXRJPI/kOtvWr+dRl6tH3+14\nne5KGfbU7PJQTNhOJbTd2K2r+wGbbT9xcXcDPd+0P5mevd4Gr4moTpdBaurz7Np1PUOGrOl1GxBH\nGyeNm7QffvQI3shwUBA0NYHHA62T5OkMszmndbdvF6Wl/2bYsE0olWGnrSy6I5wVTpRRyiM+T0di\n3NasSpLcGI3PkJb2EibTYlJSsnG7LRQWPo7LVUtw8LlUVCzFZHqT+vo1KBShyOXByGQaFIpwRNEK\nhBITM9Un2Y2Pn0p5+Zu4XBZqa7/G4SinunoFTmc1FRVLgXgGD/4Wvf5MCguz0Gr7ERMzjfz8GT7y\nm5z82AFELDh4jO8evOT+k7yNpIWlk2f+ln+u+AZBcvK3vumkRQwBQKsZSF7lVShC5zMh/AZW7X6d\ni0KL0Glvw2A4ux2hbUvCvXUehdaaj1tKv2NE8hSqqpZTWSm2I+hdHQ8Y8EG7ewjW9SPM8FeSkyd1\neT+i2Iwk2VAqIwAOIMc6XQaRkTfidrcoTNpGr4EDotWxsdMpK1uIx9NIZOQUmpvzMJuXUFz8PE5n\nBXK5Fo+nEa12ACAdlBz74UdvxJEQ52NRqcPq8XRNPI/gOgU1NYSlpvojtscRbefM5uY8ysoWEho6\nkaKirG437f04eoiOzvRFgaOjb6O29mu2bBlLePgk35rhVFQ2+cmwH8ccx3WHzkuGZbKWv/X1EB5+\n/K7fSyFJIjbbPnbsuJL09DfRaBJ8r3eH02F31dPsQXSIKIKP7nCo0SQRHz+TkpJ5SFJ78iUIMpzO\nSoqLXyAh4QHM5hwMhmtwuSpITs6isPAJIiKuw2jMRhRtlJcvQJIkbLYPKSv7dytRDqKy8j3c7gaq\nXXq+3vQx6oA0ECX+ce77aBw/MWLEVEpLF6BWx/h2fE2mRfTvn9OjyazCDkuKwOJo4o0ta/n8hs+Z\nmDrR975XIi5JIs32FFJjX2Zv30pSjVY2WcqRbAqs1i1UVRWjjnqEx7+bgUcSkQsy7jrnKdKixhxw\nzfING7kq/hKSk69o97qX0HZ13BZqhRqH29Fpn3Qmce/YP9A+Ai2Xa9tFrz2e5i6j1VVVy9FoUqis\n/Jj+/d/BZFpMfPx9FBQ8iFodT2npfByOCmQyFR5PE3r9MGQy5QG1quPiRlBUtPakrZN8uuN0GDsP\nhp6UneruvZ6WxzxU4tmj63RB+E/XiO3xgHfTHlrk0X37/oeIiCsPedPe/+wdPjquW5RKA05nGYGB\nQ4mOvqVddP5UmocOuvoTBEENXAskt/28JElPHrtm+eHHYcIrk4YWqfRpTIbbyo1qa7+ktPQ10tNf\nJyLiKqB35t6cCPxZY7hnfg3GeiM5W3MQJRGZIGNi6kS+L/jed5w5JJOkkJZJoif5xRpN0gFSYEny\nYDItIi1tPhpNEoKgJDFxNsXFLyKKDuLjZ+J2Wygre4UKu5wNJjn3na1lYL9nqbHkMvurv5GZMZqU\nlPYy4pKSeT2exIz1Rhb8voDs8dnM+HIGt591O1/v+5q+YX07vT/7vXZK55cSPiSK6NqzUKoXU/ru\npYy5bwwVwRUs+X0BT136BTqVDqvTStaaLGaOjPedy4vc6lwyDBk96ouuoJarcXgOJMMd0R05bhuB\n9h57o9fdRas7k2MXFmaRlPQ4Gk0SHo+VhIQH2L//QVSqqFZlQD1qdQySJGK376d//2VUVr7bo1xy\nP1n243TDwaLTfpyckCQRmSyAXbuuIzh4NFFRN/pe9+P4oe28WFSUzRlnrGL37mvR6Qah1w8lJSX7\nlFMV9iQU8jnQAPwBHHx14YcfHXBc8ze8kWE4rfOG28uN8iktfQ2lMhid7gzAn3vTFh3Ns7ojuxaH\nBavLyr8v/jc6lY7cqlxuXnEzy65eRoYhg9yqXG785EZGxI4gLCCsHTGGrvOLO5Kr7iS8ZnMOZU0N\nLNn+LvUNuWytdfDQoFTWlTuw6n5nWPRA7h54Jkv2/kHprls555zUA2TEPUHO1hyyx2ezsXwjPxb+\nyO4Zu5EJMuZtmEfW+AMnQU2ShviZ8ey7dx91P9Yx7Lph5F+UzwVJF5CzpuVcv5X9RnhAOGdGn0n2\n+OwDztXsaqaiqYKUkJRDamtHdBUZPhg6kmPoPgLdVbT6YHLsgoJ/kZT0KBpNEqLoICZmGvv23U99\n/WoANm0azLZtCs4+ezlhYZdTVJRNcvIcQGiXS96Zi/Xu3Tf6Xax7AU6HsfNUhr//jj8EQca+fffj\nctUyYMCHwOFt2vv77uhBkkRCQ8fSr98bbN9+MUlJj+N211FX9yPAKTPH9IQMx0uSNOmYt8QPP44G\n/GQY+FNuZLMVsH37JPr3/y9a7QDy82cQHDzutMu96Y7g2vfaGZA6gC/WfEGtrZaN5RtZdOUiH7lt\nS3Yf++Ex3KKbgroCQjQhvPr7qzw5/kmeX/88N55xIyv3rmTFlBW88ccbzBo9i/u+uQ+dUkeQOuig\nUWNoT672VKxn1srL8UgiguRkVKSB98repKapnA3F5/PUyAs4/5wl3P7lI2T+uAKr280VZQU8N+Yq\nBqTNIaRqMTHCBJKTxx/WbyZKIoIg8Pf/+zsLL12IXq33vd4VNEkakv6VRF5mHpdcdgm/lP7CXdyF\nKImYm8xM/nAyF6RewIrrV6BT6Q44157qPaSFpSGXHVmef08jw8cKhyLHliQ3xcUvtcsld7nqMRpv\nQatVIJPJaGzczM6dV2KzFaBQhCOTKXE4ynA6TSQmPoTZ/A5xcXf7Xaz98MOPkw7ezcO6unVYLBs4\n88wfW9NITu8qF3ajHXOOGUmUEGQC0ZnRaJKOb5ksb3qVwXANMpmW3btvwGD4KyEh40+pOaYnZHiD\nIAiDJEnaccxb48cpieO6Q9dWJn0al1eSJBGXq4YdOy4lLe3fGAzXAhAcPO6Q7PF78+7qweTK3uOD\nEdy1u9dyd5+7+XjgxyzftZzPrv+MOWvnMDZxLEu3LyU9PJ2L3r0IURKpslbhFt28tfktIrQRONwO\n/jD9gbnJzJf5X2J323ln6zsEqgIpqCugurmafuH9yJ6QjdVpbUeOLY4WR2gvUe40At0qK86tyuWm\nT67nuVGJrGoo5MmRFzB/+y/M2zaRjZUlZI99mM1V+zA3mUlOzsLqtCITZEfUfzJBxiPfP8LIuJFc\nkd6Sv+s9b3fQZmix5dsYGzeW59c/D4CExA3/u4FZo2fx0i8vUWurRS1XH3CuoyGRNtYb2VGxA3OT\nmTJL2QHR+ROBnpLjtrnkf/nLAszmHGJjpyOTaXy55FFRt1Bc/CxBQaMwmd6irOw1LJZfMZkWERZ2\nKTU1X+Jy1eJyVR/gSH4q5nr1VvTmsdOPg8Pff8cHXhVbSMh5lJW9zsCBn1JQ8IBP3XI441Vv7ruO\nBDd0Yih139cdcOyqddG4sZH0RenoMnR4rB4KswqJnxl/XAlxW0OtxsbfOOus39i+/WJUqihUqjhk\nMlW3ZpBt03jaVsHobcS5J2T4XCBTEIRCWmTSAiBJkjT4mLbMDz8OBxYLtJZbOB0jw3/usH5PWdlC\nYmPv9OXdnOw5wm3Jb0/kyt7j5buW8+mUT3n6p6e54YwbeHf7uzw29jGeXPskF/W5iJzqHM6Wn82t\nn91KdXM1CzctxO6ysyp/FQatgSv6XYFKrmLu+XNZuHEhj5z7CPM2zCN7QjbZa7KZPnw6r296HVES\nyZ6QjbnRzBNrnqCovgiAhZsW8kPhDwyLGUZVcxX9wvsxdehU5v8yH4CpQ6fS7Go+IALtjaZ6JA/Z\na7OZ2OcS7t3wBaWWUpbt3cHw2OHIgY13rOTtzW+jU+oorC9sk497eLvp3t95d/VuPs39lDW3rAHo\n8XnlAXLUiWqEYoFKayX3fn0vG0o2YLaauX/U/eyo3MF729/D2GA84Fy5VblkRBw+GfbmOZ8ddzap\nYancOexOX5tPNCFuiyPJJS8tXUBy8hNoNEk4neU+F2un00xg4GBqar6gtvZrKirew2C4HperCI/H\njlyuIyZmGnl5mT51SG9ajPjhhx+nH8zmHEJDJ5KXdwsDB/6PkJBxhIaOO2VyUtuSX4/Fg8fqIe3f\nach1cqy5VnJvziVjWQa6DF2746rlVQxYPoCiOUVE3RxF6HmhxEyLIS8zj+BxwcctUtzWUMsrjT7z\nzB+or1+N0fgUbncjAQHJBAWdg1yuRyZTd5rGI5dr21XBUCojuiTOJwKCJEndf0AQOp0pJUkyHpMW\ndd4G6WDt9KP34rjmb/z97zBqVMvf2bNbzLMeeuj4XPsEw7vDmpj4CDt2XIIouggOHkdi4v0olRGH\nFRU60bk3XmLWMbr72A+P0WBvYFLaJOrsdSzeshiDzsBvZb8RqgmlvLGcQFUgtbZa7G47btGNVqlF\nJsjQKDT0j+iPqcnEOfHnsGXTFibqJ7IrbhcR2gieOO8J+ob1Zc6aOcgEmY/sZo3PwlhvZP4v8wlU\nBfL0BU8fQLqnD5/OCxteYObImSzespjZY2bzwvoXuLTvpTz+4+NISKwzrkMmyIgOjCYsIIwGRwMA\nsYGxlDaWEqWLYm/NXh/pTw5JRilTcu2Aa8mrziM+KJ5nzn+GQHUgWauzyJ6QTW5VLnd9cRc/l/zM\n42MfZ+rQqSSFJB1y/3nJ5GNjH2NczjhuGXwLK/JWdJkD3RW+vfFbVpyzgvLIciK1kazcu5KJKRMx\n6AyYmkz8WvorazPX+s7l7eePdn3EQMNA5l0077DIa/aabGaNnsXcdXMJUASQNb4lSt5VnnNvhHdD\n65dfCjjnnNQDdtbb1pRuu9ioqlpObOx0iotfIC7uboqLn0WlivXVP26R4AsEBPSjb9/5WK257Nkz\nzZ9ffIxwosdOP44M/v47dmhr7llV9QlOp4mBAz8mNPR832e80cjDQW/pO7vRTumCUlKyU5Dr5BQ8\nVoC91I46Ro3T5KRpWxPaflqa9zSjzdDStLUJVbQK+3477gY3okNEFaPCXeNGFadCaVCiG6gj/Y10\nPFYP+fflo9ApkAfJjws5LirKJiFhFnK5Dmjpo8jIG9m3byYgYLH8jsdjQ6HQo9MNxOksR6vtj8NR\nikymIyLiKlSqaOrr1xAdfRuVlR+gUISQmvp0u7ksMHAAkiT1zNH0KKHLyLAgCEGSJFmAxuPYHj/8\nODKcxjJpszmHpKRH2bPndjSaFFJTn8Nkepvc3FsJDZ1wUsgju4r+Pvvzszwx7glmfjWTCG0Ea4vW\nUm+v5+Pcjzk/5XzckptJaZMIUARw76h7efOPN7nvnPt47ffXCFAG8Oi5jxKkCSJrddYBBPfub+/m\ntv638Un8J2QOyWTB7wuYPXo2MkHGlIFTuPT9S1l2dUtkLkIbgc1tQybIfOd6ZdIrLN+1nFpbLZM/\nmsyiKxeRFJKEW3Tz6A+Pcv8595MUksTohNHMHjObFze8SLOrmTuG3UFNcw0Lfl+AgEDmkEyWblvK\nXcPv4oOdH/Dg6Ad5a/NbPDnhyXYR6MwhmcxZO8fXRqvTyqIti1h69VLGLB7jI8KHA69p1rwN80gO\nSWbW6FnMGDHjkMnkl+lfcnfl3fww8gfu/eZevvrbV4xNHMu8DfN4/sLniX0ptl2fe12rl+9ezgOj\nH2DB7wsOK5orSiI6lY6L+1zMlP9NQaPQ8JcBf2F10WrE1Qe6ffdGeKPGRUVrfPnebXPJu3K8bhtV\nDghIQak04HLVMXToOmQyLXv2/B2Px0p5+Ws0Nv6GIChJSXmO+vofO8398rtU++GHH0cbbc09Kyre\nw24vIiLiCgIC+vg+01bF1jEdqreP3/BnNLhudR3BY4KxFdqo+6YOc44Z0SkSkBxA7N2xuBvchF8W\njugUibgqAiSImRpDxYcVKEOUJM1JQhmspPCJQhylDkRJpOLdCuwFdmLvjkUeIEemlZGSnXJcZNRt\nJdNyuQ5JclNW9jrp6W+j0SRRWJhFXNxMioqyMBj+gsn0JhERk6moeBePpwm73YjF8isWy29UVX2C\nx9OMIMiprf0KSXITGnoJRUVzjknbD4buZNLvA5fT4iIt0SKP9kICUo9hu/w4hXBC6gxDi0y6uPj4\nXfsEoH35pG+prv4/NJokMjKWIpOpSU19msLCrMOWGx3rvuuK/LpFN7evvJ291XsZ+fZI9lbv5YvI\nLxgcOZgaWw2X97ucZy54hld/f9UnV7687+WUNJQwNGYo0YHRhKhDfNHMJ9c92SXBvWD/Bdzc52be\nv/h9kkKSmDZ0GpM/msyI2BEs37XcR3a9k/FjYx87YDIekzjmgPtpdjVjc9uI0LYYJbUlxzlbc4gJ\njCEmMIa+YX0BGBQ5iNTQVM5JOIdYfSzzNswjUBUI0K7NHds4b8M8H3FMCU2hsL7Q175D7T9REimx\nlPDqxlfZcucWBEHo1OjqYFBEKpC+kbj+4esJ0YQwKW2S7/wquYprM67lg50f8PC5D/sIuFqhpqCu\ngCHRQxgUOeiwornezYEJKRPYePtGbvjfDbzy2ytMTp/si6B35/bdm9BV33VnvNaVi7VcrkOnG4Ao\nukhLe4Xi4qeRybTk5d2C212L1bodt9tCQEA6ffrMobk5r9uSTr0596u3oDdEpvw4fPj77+ih7Tql\noWEdqanzKSqaS1XVcgYNWkV19aeUl79JaurTFNTk8sraaQTqR9Ccd1+7dKiOvhtdkeMT2Xdto8GS\nR0IVq2LzqM2ETgwldGIoaf9Jo3R+KTGZMTiMDsIuCcNeZCfqxihse20EDg3E8quF6MxojHONJM5O\nRJALqKJUiC6R4VuHU/9jPXk3t8il1fFqAOQ6OSnZKZTMKyE5K/mY3FvHGsSdmUEWFc0lMXE2Gk0S\nDQ1rCQkZT3NzLgAJCbMAfN9PSHgQo3EuBsO1GI3PIAgCTU1bj0nbD4YuybAkSZe3/j2yGhd++HE8\n0dBwSrtJt51U2komrdZdlJb+G612AH36vIRM1jJA9rY84e7yfu/9+l721uzlvJzz2FOzB4PWwC1n\n3kKppZRr+l/Dw+c+jE6lI2t1FlOHTuWpdU91ShY7Hh+M4JYHlvPiiBfbEd4Prv2g3QTrJbsHQ1JI\nUjsCZ6w3Mm/DvAPIceaQTB794VEA7j/nfppdzT2OQHfVRoCUkBQK6woZf5gO0oIgcOfKO3l87OPE\nB7Xk3vfENKsjNFEaqnOrGRQ4iFuH3HrAeW4afBPTV03noTEP+aK5c9fOZXjscDSKll3tQyXgAJlD\nMslak0X2+GySQ5I5P+V8fi7+mQ92foDVZUVC4rPrP+P1Ta8za/SsXplPfCTozqjLYvmVvn0XotNl\nEBDQl5SUbNzuJgoLH8VuL0SpDKOiYik1NZ8ilwcSGnoZRUVzWs8n95lxxcRM7XHulz+q7IcfpwYO\nZljZ1cZi20iwTKZl165r2bZtPMHB5zJ06AbU6mgCApLJzb2Vn3fcw5K8jTx38SLCg1rSoaxOKzlb\nc4gPiqd/RH8CFAFolVqfKWVvG8PNOWZSslOw7rRiWmRCHadm0JeDaFjdQHRmNEVPFCEPbKmWYJhi\nYPul28lYlnHAsSZJQ8y0GHZO3ol+hB7rdit9F/ZFm6ZFm6bFXmRHHiTH+JQRlUFFVGYUle9WUvdj\ny5r3WEmmD6VSQlvPC7lcS0HBo0gSJCbeT3n5mxQUPEZi4v1oNEno9UOJjZ2OXB4AzDnq7T4YemKg\n5YcfR4TjXmfYK5M+xchw20lFLtdRUPAYbrcVo/EZTKY36dPnJazWnZhMb5Oa+vRRKUtwNPuurRxW\np9Lx2A+P4fK4WLRlEV/s/YJ1xnVM7j8ZuSBn/dT1PPfzc8waPYsX1r/AZTEZmAAAIABJREFU1KFT\nyVqT5Yvu9oQsHow8egnuT1f/xKg3RzExfOJRuc+26I4ce4nh4i2LO21vdxHorpAS0hIZ9uJQ+y9U\nE0pedR6ZQzKBnptmdcTfx/+dh/s+zFl1ZxEcGnzAecYkjqHOXseMVTPIrc5l0ruTyK3K5ffbf/dd\n91AJOLT83jNHzvT9xhtKNrDs6mUIgsCtK25lf91+Ln7vYhKCEtCpdJ3WOu4tOBrPXse61t7xo61r\ndULCA5hMi0lMnE1x8YvExExl//7ZKJXB1NV9xc6d12Cz7UOlikIQlNTWfkV4+FUEBKRiND5DTMwd\nyOWaHtc+Pl2Icm/JW/Tj8ODvvz/Rce7uaFjZkZR2jASnpb1GU9M2Cgv/hdW6k/T0d2hu3oFaHQ1A\nubWZpUaBLfXbGJMwgX0WC/M3PsY7W9+h0dHIGuMa4oPi2VCygSvSr0BAwOVxUd1cjVqu5tbPbmVC\n8gQfIT/efdfWJKt+TT0SEuWvl5P4UCKOUgdBw4Ko/6EeZYQSj82DIBMozCpEkAn0faUvVcurqBQr\nOz0e8MEANEmaA/KPEcBhcjBkzRD23bsPU46JQasGAZAwK+GgkumjJT/vjhwLgowk9cvkP/4bkkdC\nEjLQXlOMSbm4W+LsJ8N++HGkaCuTPgVyhjtOKn37LgTAbF5GZeVynM5KAgISGTJkLTrdAOx2I7m5\nt1JYmNVragl7B93VRasZkzCG6uZqKq2VrDGuIb8mn0BVIM9e8Cwj40byyLmP8ML6F1Ar1L7oaaAq\nsFNpcE/I4sHIo8fuQWwWUYQen6GwIznuiJ5GoLtCSmgKPxT+cEjf8faP1WXl9U2vM/+i+bz868u+\nSfJwdt2Tw5P5W8PfeP7L51HGKg84T0lDCfH6eNQKNdcPvJ5Z383iuozrsLvtR+yG3fY3zl6TTYQ2\nAp1Kx7ikcfxw6w98ufdLbvnsFj7L+4zJ/ScfVgT6ZERbiVtH12pJcrN//6Otu/SJ6HQZxMZORxBk\nrSWd/oXBcCMlJc/jctUgilaqq1fQ0LCBiopliKIHuVxLQ8PPuN11BAePZ//+WUREXE1Dwzr69Xub\nqqrlGAxTupVfn0ylOPzw43SBN5VlR+UOnvv5OTaVb0JA5Mw3zmB8XF/mnTuZKWlDueHD8QwzROJ2\nlnPPee+QZhhOQ8MGtm4dh1yuJzHxQfr1e5Py8tcRBCUABTW5PPPDzTw/aRmv/PEBoZpQJiyZwA1n\n3MDFfS5m/sUt81H2hGxmfTuLxKBEXvr1Jfq/2p/BUYNZdvUyXtzwYjulz9FGd8SxLUkVVALVK6sp\nfaWUQZ8PImRsCHajHeMzRhrWNyDIBJIfSz6AoAaPCe72GECTpCF+Zjwl80qQRAmxWUSySegydIRe\nEIrH7mHLOVvo90a/g0qmO9vcOFrpQ+02YI12SpeUMuipc3zu2Xum7UE+Qo8yTInhBnen/hcnAn4y\n7Mcxx3GvM3ySy6S9BNjlqqWxcSPp6YvQ6TLIz7+PPXtup7k5j6CgswkMHEzfvgspL1+ITjcAAKUy\ngtDQCUetJMHh9F13ecCDogYxYckE6mx19Df055ubvuGzvM+4/ozrGVU/ykd+oXOpcGfS4COBq9KF\n0qBEkB1X48JjhpSQFF9JJzh4/7WdFB/87kGuH3A9e2r2HBXZWVqfNIbbhxMzIeaA93K25vDqpa9y\n8bsXo5Ap+PgvH7O+eL1vh/9oyd7ayqZlgoxqazVrjGt464q3mLFqBkOjhx5WBPp44FiMmx0jxZ3l\nF0PHXfqWuuXl5f8lJeVJzOacA3K/4uJmYjQ+SUTEZEpL/4NaHYXFsoGSkhcQBDVbt47F7W6grOw/\naLUZ7N59AxERk1EqIxHFZgQh7IhKcfRG4uyPKp7c8Pffn3P5j4U/kle1ha/3f8NDZ01E6QrmjoxB\nfFsTg0P0cPmqpQzSOxideDV39JHjYgJzv72WybEeUkJT6NfvTazW7cTFzQAgJmYa+fkzKCzMYsG2\ndTw/aRkmu4d3tr5DvD6edbetY9XeVS1mkWvm+NYEarma/XX7WXvrWh5f/TibTZuZ9N4kMiIy0Cq1\nTBs6jczPMhmXNI61a9b2WMrd3b13rGTRMQrulUWLDpFdV+5CEaIgckoktV/XEjI2BGWEEtEhkrEk\n44hly5okTTtyazfaKZlXQv2aeqznW1n5/EpqltdgsBm4ctKVfCx+TPDq4APu3bu5UdVcxa6qXXy4\n88Njkj5kzjETnRnN7wN+J3BIIPJAOWd8dgblr5e3iV4/hCb5z9+lxf9izhFd93DQnZv0CCBCkqSv\nOrx+KVAhSdIfx7pxfvhxSPB4oLkZAlsGzpOFDHeVB1xSMo8zzviMgoJHEQQlFRVLCA+/gsDAIfTr\n9yp2u5Hi4meQy1vu92jIoo8UnUmhLQ4LWWuyeGvzW/QL68dDYx6ixFLC7Wfd7itTBJ2T386iv0cT\nzgonqijVMTv/8UZySDKFdYUH/2ArvJPirqpdrMhbwe4Zu1HJVUdFOqwbpKNpR1On74mSyIi4EVzW\n7zL+PvTvnJd8Hpf2vZSs1VlHVbLcVjbd1u07w5DBOuM6Llp2Ed/e/O1Ru97JhIPJ27y79B3JcnR0\n5gG5Xy2mKQ+0mqb8REzM7UiSG0kSSUnJxuOxYjQ+i9tdj8FwNaWlCwCR8vJXEUU3dvuHVFevAET0\n+rHs23cvcnkg0dG3oVQaKCt7lZiYu3x5y0dKnA9GpLv77JF893hdpzdsBvhx8qHtWqTMauGjQjPT\n+6eyfn8Z3+Sv58I+k7hx5KuYV9+MVqFEchXywKBR7Cxu5ucKCxbHO1wdFEZU1A08feF/ePn3t7ly\n3LuUli7wRYI9Hiub8v/N99VDkNXBpjo3WT+9xke7P+K+s++jxlZDRkQGK/esPGBN4PXdMOgM9Ant\nw2uXvsaUj6fw5b4v6bugLwadgYERA5kzfg551XndSrm7Q9t1zLwN8/js+s946qen+MuAvzA2aWy7\n9BpJlBBdIlvP30rohFD6zOuDo9RB7q25Pin0sXJ4rgiuYMl5SyiiiLzYPBZPXkzciDhW3rSSGTUz\nyNqYxVCGYpPZyC7PJjgsmCB1EN8VfMfWiq38ZPwJu9uO3W3nvR3vEaIO4Z9n//OopQ+JdpHcv+YS\nOz2W+tX1NG1tYseVOwhIDTguhl+Hgu4iw88Dt3Xy+i7gHeD8Tt7zw48DcNzyN5qaWoiwrDXS45VJ\nSxIIvSfy1xX59eYBi6KI1ZqHxfIbtbVf09y8n4CAVAYP/pbq6s98k4pSGYHHY0MQZMdMFt2Tvmsb\nCV5nXMfCyxaiVWr5sfBHVuStoLyxnD5hfXj/mvdZXbSamwbfxAvrXzgh5LcjTjUyHB8UT1VzFQ63\nA7VCfdD+EyURCYlbP7uV+RfNJzQg1Pf6kUJ3ho7ar2o7fc/r+uw1DIPDzxM+GNrKptv+r+rVeuxu\nO7O+m8WAiAG9rmzH8c57686lGg4ky4IAJlP3uV9VVct9ucnx8TMxm3PQ6Qah1w9tvZaMxMTZGI3P\nEhX1V4qK5hIUdCYVFbtwOMooLZ2P01mJ3V5ASclLKBRhgAyL5Reczkr0+lHk59+NXK4jKuomFAoD\nJSXze5TH3BWR9niau/zsoXx348YKRoyIOubX6eq73eVp+4n0wdFbc4bbrh+O5oZKx7XI29/9gymG\nPFaWJ7G12sxFqWO5I6mBF767jHOCypj2489kDY7B5UojNchAdNhofjKu5+2yVB7tfwdLd37KL+Zi\nnv81hyn9JuGobKlsUWa1sKIcnp74FL+V/caC3xdgajSx6q+rGBk3EmO9kWd+eob1Jes7XRN4fTfW\nGtfiFt28ecWbJAQncOfKO1EICt7f9T6rvltF5BmR/HXgX1nw+wJevfRVdCpdu8hxd+N9ztYc5pw3\nhw92fsAHOz9g6falmBpNvL35baYPn87U2Kl8tfYratbU4CxyctkVl9F/bH/6zO+DIAgoI5SETgg9\npiSvLWF/ruE57vzpTv7987/pH92f/5v2f/Rb04+nzn+K84ecT7Q6mqrvqggZGoIhzMBW81YyIjJY\nd9s6Ptr5Ef86718Y643ctOImxr4zlreueOuwyxH68qc9EqZFJoLHBJP4UCKiTWTwl4Op/LiSPVP3\n0LyvGW2aFkmUjtlvdCjojgzrJUkydnxRkiSjIAgRx7BNfvhxeGgrkQZQKkGjaSHJev3Bv280Qk4O\niGILoc7MhKSjuyDozARLFD3U1a3GZsunuvr/8HismExvoNWmk5ycTXj45RiNTxESci5KZbhPXtSS\nz/fYCVm0dCUhumPlHUz9fCpljWUEqYNICUnh+5u/579//JfL+l3GGZFndDvRHW+4Klwoo5Qn7PpH\nG3KZnPigeIwNRvqF9zvo5wVB4PaVtzM6fjQ3DroROHqkNHBQINad1k7faytf9pbMOFb5Xm3RkRgX\n1hfy/f7vefWSVwlUBfY6Z9LehM7Ishc9qX2s0SR1Ir9um6uchE7Xn8jIG3G7W7we2sqxRdFNTMxt\nlJTMw2C4lrKyhQQGnoHNlofLVU9FxXs4nZU0N++hvPx1QIZMpqa29ktcrmrU6mR27ryKwMAzaW7e\ni043mLy82xAEgcDA4QDs3n0DIBAYOII9e6YRFHQOFssv6PUj2bPn7wQFnU1Dw3q02gHk5v4VSRIJ\nCEhDklxs23YRIKFWJ7BjxxXs2xeCRlOLShXL9u2XABIqVQwgsnnzGEBCoQhj27bzUSojcTrNyOUh\nbN06DoUiDJerGpkskC1bRgMylMoIBEFJdfX/kMkCCAwcTF5eJmFhk2hs/J3o6NswGp/GYLiOmpov\nSE9/h8rKDw7I0+6OdJ/Ohme9CV0R3o6pUz3py55sqAQE9GX//vtxuy1UVLyP291AZdUnbPcEMn/r\n87x2lhqtzsqnpS5+rShHJuvDfyc/zYrtz5JXomNXg5s3rnyUh8/8gn/8tIYJ74zhm5u+pr5+Dfed\nPZ3bP72AyJCRhNXBOuNWHhrzEHd8cQc/GX/ixQtfZHvFdj7P+5yRcSOJ0Ebg8DhYMnlJp+OwdwzP\nrM9kwe8LiNBG+Ew1XaKLbXduY83aNXxi+4Q9tXv4PO9z/rf7f4xNGovT7WRI9JCDltnzSB6e/ulp\nVu5dyaCoQTx67qMMjhrMIz88wsaCjSzbsIwpZ03h5cte5rdLfuM/of/hXzf/C0EQ2tX7PZbwqrrq\n7HX8ZvmN71K/I297HlHbolBb1Jw1/ixK9pSg76dnyf4luCJdrNq5inGN4/i/G/+fvfMOj6pau/jv\nTMkkmbRJgfRJQgmhVxFQuoDIFURBFJEA6hUURKRI0RCvoCCiiIriBwaVIqggFrzUgEZqIGAg1HTS\nSZ/JZNr5/hhmnIQQAoQiN+t5eMg+Z87MPmVm77Xf9a53Kz+d+Ym1J9biIHWgUFvIiiMr2PD4BlbG\nr2TANwN4uvXT1+3YbZ8/nflRJvLGcnTpOrSntQgSAcMlA2VHygiYEsCFaRdoub7lXZOiVhsZVtWy\nz7m+O9KAexd3xEnaCqtU+lpkOC0Nli+H6GhQKkGjgagomDy5XgixdXArKtqDu3sP9PpctNqzFBb+\nl8rKLPLy1tGo0UicnJqgVs/l0qWt+Pk9R2bmctzdeyAIksskeRUtWsTc8smIfQSteu6NfR7worhF\nvN7jdcZvHU9pZSkZJRmMbj2ato3b8tmQz0gvSWdR3KIqUujaBrrbjXstMgx/l1dq7tW8xu+e/b39\nM/NPjmQd4ezLZ4Ebd4+uCQ7+DogGEX2eHodGVa9xddfnGzXquhnEJMSwcshKFv6+kMgfI/n5qZ/v\nKnfpuzEqdTXUtfZxbfJruHYpjoyMZQQHz7osx/6Dxo2fxmQqAa6sYRkQ8BJpaQvx9R1DZubHNG78\nNNnZq/HxeYzc3HW4u/fAYMgDRJycLBUkKyrOAKBUNqWy8gIODn5IJEqcnEKoqDiLQhGATKbC3b07\nJlMxIMHHZwQSiZy8vE2AgK/vGHJz1zJ8+Fhycr7Gz28cOTlrAAn+/s8BErKzVwECAQEvkpX1OQEB\nL3Hx4goCAydz8eInBAa+QmbmcoKCXiUzc9nl85mEKBrJzPwIs7kCL6/B5OR8DQgYDJcoLf2T0tKD\nFBfvQRAcyM//DpOplIyMxcjlvpw4MQBn51bodKk4O7fg1Kmn8PR8CI3mJIGBU8jM/Ah//4nk5q6h\ndestZGWtuKbh2d2Wp12fuNXfv+oKMcB2Te0jtPaENj9/I61abSY9/W18fJ4kN/drgoNnkpLyBipV\nPwoKfsDNrQenT0fi4tKOsrIjODk149SpJzGb9cjlXhiNJeTmrgFMiKKcI0faAyKCoMDJqQnl5Ufx\n9BwMgpJFp8pY2G04XdRtCQqaTm8TzP31Ed4dtIaMjKVMaduDsLBoRoU/yIKdT7D0X7/QJ0xBc5Wa\n7qt78tGDQzhxfiHe7p1xc/RlfIfxbDm9hcc2PsbEzhM5OekkrgpX0orTGLtlrE0hVpexoPoYciDz\nAJ8+8ikhqhAih0WSFpvGxM4TUburGdt+LC/98hI6o45Pj3zK+cLzuDi4sHnkZj6L/4zp3afb6he7\nKlz58tiXuCpc2TduHxq9huWHlhPgGoBSrqRlTkt0ATo2nt1Ixx0d6SR04oP5HxD9UTQzf5l5S2XR\n9jCLZk7ln+KRdY8Q6BbIm33fZHCzwSzYt4CS2BJef/l1Fq9czIApA9C9r2Pe0Hm8vuB1Phr7EYIg\n0MyzGWO3jKVd43a29CHrNe8W2I3vk74nsn0k3YK61XlctOZPF+8t5uLHF+l0qBPGUiPnJp1D2VZJ\n4rBEwleF4xTmxKGWh0h6NommS5ve0utUV9RGhncKgrAAmCeKogggCIIARAO7b0fnGtCA64K9k7QV\nVjIcHFz7sTExFiKckACffQZffWVpL1liIcU3AftosCiacXW9n/j4rigUfjg4NCY8/AsKCrYQGhp9\nOcKyFKnUBUdHNX5+E0hMHIaraxcyMpbUqwy6utEVgJvC7Yr6v/ZlFILcg3jxpxdJLkrm0Q2P8kf6\nH7Ru1Jpe6l4UVRTx06if+PTIp8glcgRBqFEKfTdF3vS5+ls+aN1uVC+vZA97aVVyUTKfHP6E/qH9\nWfj7QtwUbvV6fyrTK5G6Srkw/QJOTZyuqHt4LWftWw1rfeP5vecz4JsBvLHnDRb2W1hnibh9OQ1B\nItyyuo7/dFyv/NpKlq9Hjl0TcU5NXWCLODs5heDi0u5y5HkkWm0SPj7DMRhyAfD3/zcAJlMZAI0b\nj8FkKic4eDpmswZf30jM5gqCgl7DZCqvcqy3978A0GgSAXB17UxZ2WE8PQdQWrofpbI1Tk5hALi4\ntL98TYIAUCiCUCgCcHFph0Lhh1zug4NDY5ydw3Fw8EEqdUUu97JdR/tjVaqHqKg4T0hIFIIg4O8/\nkaysFVXytNPTF2MyafDze46MjMX4+IwgJycGb+9h5OWtRybzQq/PIy9vI2Vlh8jJWX25fNZvmM16\nCgp+QqUaQErKPAIDpyIIlmj7jdab/l+OMl8tPcpgKKhyHbOyVqLXF5GTsxaTqZj8/O+QyTxISOiN\nyVROWtrbCIKCnJyvkUic0OmSqazMvpw2pUWhaERFhQpX187o9Tl4ej6M2axHIlEQEDARmcyD7OxV\nCIIMtXou6envERa2gLS0twkKmk56+mJCQ6MpPbQPFwcp3fxb4Osbyclzc/gyxcATTTtckaLlJEiY\n1ecT3tk7nbjsZHr4hTH7gZlMifsYjUGDu8Ids2jm8/jPaeXTiuP/Ps76xPW4KixBCm9nb/qE9Lnu\n8aC60sfer2Rkq5EMXjeYrx/7mhCPENo2bovBbOCDQR8wa8csDmcdZsDaAfgqffnu1HfojDpUjiry\nNfmoHFVIJVLyNflE+ERUqWRxRDzCxpEb+WPJH0x1ncqk6ZMYGzKWoyFHiekVY5EVu0eipv6fa/s5\n27bz2/jk0Cd8OexL2jZuy/JDy+ke2B2JIGGIZAiDvxnM12O+RuWjIuvrLF7JfoXhB4eTOj8VQSLg\nOtrVds3t3zcuI441w9ZwMv8kw74dxvZnttPOt12dxkXRLGIoMnB63Gla/9AaRYACRYAC957uhEaH\nVhkz3e53o3hfMdmrskHgjo+htZHh14D/A84LgpBweVs74Ajw/PV8iCAIq4AhWIy32l7epgK+BdRA\nKjBSFMWS6+p9A/4RuG25N9Vl0lD38kpmsyUivGkTbNgA998PL71k2X6TyMmJITQ0Gr0+n/z878jJ\niaFZsw/Ras9dlv0ttZlg1ZQH3LLl+huaMFQvB3C16G6BtoCl+5cCML7DeFbGr0Rr0LI3bS+H4w4T\nK8QS4BZAr5heaAwaPB09GdZiGDmaHF7p+gpRvaJQOiiJ2hNFmGcYEzpMYNIvk+5YHvD1QJ+rx+0+\nt2u/8B+EUFWozUSr+nfPKq0SERn53UiWDlzK4xGP13s01CqXUg1U4dLKBb/n/K5Z9/B2w5q3rHRQ\nsvGJjXT5ogvezt7sS9tne3ZH+YxC8Z0C0SxiKjUBIHWTYio1YdKYaPpBU6RKKSaNiXOvnkOmlNn2\nW197o4P83ZqzWN+4Flm2R30Q5+rt6kTaZNJe9bXXc2xsbCxdutz6z6n+2prytOVyTxwd1Xh5PUxZ\n2SFUqn5UVJxFrX4dUaysQqSDgqah0SRx8eJyjMYiwIRWe4bk5NfRaBIxmbRIpc7k5n6Du3t3FAo1\n5869QqNGTyKKBgTB8Zp52jeb13wtM7H6INl1+f5dLbp7rXxcqzeITpdOZuZSlMq2lJf/xbFjD6LX\n5yKTeVJWFoeX17+QyTwJCJjIpUu/IpW6olbPQS73tM0PrPcuJCSK1NRom3mdv/8L6PXZeHkNprLS\nkvHo6mpJB7AusIiiCanUCUGQ4usbye9/vcyWlAuU/ZXJL2lnWNDOn7WpJcgyV2M0mujvepDGigfI\nyFhSY4rWB0GPEx0bzfTu01E6KJndayHzds/jhY4vsPTAUub3nk+JroTlh5Yjl1jSk+pLjWQfKU4+\nlkxYhzCWDVrGxpMbq0SOI3wiuC/gPn4Z/Qs/n/2Zt/a+xVv73kIURdKK03hA/QB/TPiDi6UXmfTL\nJFt+sbWSxauHXqViZQVNNzXlyH+PMHLnSL5M/JL+Qv/rlhVfD+zJfnZ5NiuOrMDN0Y2mnk2vKD25\nt/1eZsTNYEPCBggEhx4OZO/KJnxEOKETQiktKmXakmnMeHqG7dpVL0c4uNlgPhr0EYPXDWbVo6uq\njIu15RCfeuoUgVMCbeWhTBqTTQpt74ZdkVrB8b7HkThKUM9R3zZ5+dVwVTIsiqIGeEoQhDCg1eXN\nJ0VRTL6Bz/kSWA58ZbftdWCnKIqLBUGYBcy+vK0BDbgx1CaTvhYkEos0etcu+PJLmDoVunX724zr\nJmCpEbyfpKSnaNz4WUTRhLf3MNLTF9dIfq8nD/hqhLd6Lq99dDfCJ4IZ22dQpi9j9bHV/HjmR0Lc\nQ8goy6DLF10o1hXjJHNiy5ktNCtthhAiMLLlSBorG7P84eW8+8e7TO8+ncVxixnfYTxRsVHM7D7T\nRi5WHVtFzLCYu5YA2+NeyxkGS2R48+nNNe6zRkN/SPoBf1d/nm33rG17fcIql8r5Koey+LK7zjkS\nquYt+yh9WDpwKU9uepKPxY8ZkDKAstIyFkkXMW/aPPwN/mQszUBEJCAygKwVWYiiSNmxMhyDHTEU\nG5AqpEicJfiN97O9NnB8IHJveRWifKdXwP/JqA/iXF2uXZ1I1/ba6zk2OzuZ/PywW/451V97rTzt\n2tr5+RsxmyvJz/+OsLCF5OTE4O8/EanU+XK96SgCA18lNXU+RmMRHh690elS0elSSE5+HVE0otfn\nkJe3FlE04ezcgqSkp1GpBlJenoCf3wTS09+lUaOnuXTpR1q1+p7s7JXXldd8LTOxa0m560q6s7OT\nOX/+x6seW1t0t3qfkpPnXs5rX49en0NBwWbMZj3Z2Z8ik3kjikaUyraIog4HBz9CQt60RWhTU6Nx\nc+tGeXkCvr6RpKUtJDh4JoIgua57e60FlSyNlq9OxzOxTXdG7/iB6K4DOK915Ek/OQFKEAQffH1/\nuObcpLofhCiKvL//faZ1m4aHowcejh5XLJjXF3G0krpY/l7I6BFs+X2wJ5PWMnv70vbx/cjvWX1s\nNTN7zGRx3GLm956PIAi4+bjRU92T6D7RlojmshxSzCkMSBjAfON8PvruIxqFNKJPQB9+SfuFba7b\nOJp9lI5+HW9Juo11IbuwopCHvn6IBX0X8EDwAzUSdgBdex1dY7oimkVK9pVgeNrAwu8X4qHxwK2t\nG3NemoPkC8nf7O4y7O/fk62fJCk/iaEbhrL9me30Cul1Bdm3j/YW7ShCl6ojYHIAQK0EN3dNLq2+\nb8Xxh47jO94Xha/CNke4ExAuK6Cv3CEIz4ii+M3lv3uIohhnt+9lURQ/vq4PEgQ18JNdZPg00EsU\nxVxBEHyBWFEUW1zlWPFq/WxAA2z44gs4dMjyvxWRkdCrF4yryRjdDmlp8O67sH49XLpkyR9esACe\nftoSXb5OQy37FeOCgs3odJm0abMVD48H0OnSyMpaSUlJHCpVnytWsa8mX64tultdzvztyW8Z0XIE\nC35fQNfArvx4+kcaKxtz4OIBDCYDueW5hHuHIyLirnBndJvRqD3U/Hz2Z1SOKub1nMfiuMVE94km\nOjaaiZ0nsuLICpukxloSaUG/BSTlJzFh64R6Kdh+u3Go5SFaftsSlzYud7or9YYDmQeYvG0yh58/\nfMU+66r9hsQNxGXEsXroajR6Tb0P3ClRKYRGh6I5qeF4/+N0SeqC3ENu23634MzJM3z23WeYRBOH\njIfopenFxuCNHHj2AIUzCinOKGZdm3WM2TYGiZME3UUdxnwjSEHmLkM0ishcZejz9Yh6EUEmIPOQ\n4XqfK05NndCl6PCf6E/hL4VI3aSELQi7IorcQI4bUN+4UcfhaxkUMm5OAAAgAElEQVQ0JSfPxWgs\nJzh4Wo31poODZ5Kevghf3/Gkpb2Nt/dQsrJW4u7ejYKCH3F0DKW09CBmswaz2YTZXIogOCCVuuDk\nFI7JVIy7e0/Ky4/h6no/Gs1xGjUaQVHRbnx8RlFcvAOQ4uf3HIIgIydnFSDB13ccublfExIyH4Mh\n16a28vd/wUZSrQTwRkh3TcdeuDAbg6EQX98x5OWtw8vrMczmMnJz12IyaXB0bEZp6e/IZO6Ulh5E\nJvNAJnPF23s4FRXnCQ5+nYKCH5FI5FWuo69vpK3/YWELauzjmTMT6j2i/tHxfczr+ykfxW/geO5x\nNj+5Ga1Be0NjQ/U5jP085VZFTq+nX9WDBXN3zaVcX860btNsfbKOi7NCZ9lMoUr+KOHUmFNo+2n5\nRf0LoqPIIeEQa55YQ6KQyKRfJ7Ft9DY6+nUkak8U0X2i663vUXuieLPXmzz45YM8Gv4orz/wum37\ntT7HOu6WHy/n5IiTePT2IPC1QM7++ywevTyuGIOqVwhp17gdO1N2EhsZi7ezd43Xpvx4OX8N+wvV\nQyoUjRTXHNusfbow4wLGYiPhX4Tbtoe9FYYoirfVWas2mfQ04JvLfy8HOtrtGw9cFxmuAY1EUcwF\nEEUxRxCERjf5fg34X8fNyKTVamjRAnx94a23LO/l6AjOzpbc4esw1LLPES4q2klm5sdcMnny3uEN\nyGQ7KNZdorRkP/5eD+BQAv0lmexMvnLgqC5f1hq0VaK7M7fPRG/Us/3CdrQGLSvjV+Lv6k/vNb0p\nqiji40Mfo3ZXcyL3BB6OHvQN7YtcKuetPm8RkxDDjO4zWBy32CZ7AYjPiieyfSRzds2xmV7Z595A\nzfWA7Vck/0m4lw20aoJ11dfLyQt3hfstc3EWJBZXTWUrJV5DvEidn0rYgrC7xjkSLFJu6ZdSlkQv\nQaqUMuWNKYw+O5qMSxlExkUy7/d5qPqq0JfocW7tTNBrQTgGOZL1WRaCTCBoehDpi9MJjQ4lJSrF\n0l6YjqHIgOdDnmjPaineU0zSM0mYdWbk3nIEuYD7A+5InSxR5NDo0Cqr5w2EuAH1gbpE0K/Wrqvh\nWU31pu2dwR0dg3Bz60p5+VHU6jmIouGKvGaDoYS0tP9gMpVddghfgbNzOFrtaeRyN8zmCsrKjlJe\nfgK9PgetNglRNFNYuA0wYTBcQhRFcnO/wmgsIzPzA8CMTOYDmMjNXYuLSxukUg9OnnwSMOPsHEFS\n0tM4O7eivDwBR8cgEhOH4ugYSkXFWWQyH44f7w+YkUpViKKevLyvLpNLBfHxnQABs1mLVOpOfv63\nSCQOlJcfRyZzR6dLRypV4ujoj14fTEDAFIqKthMSEmWL9tp7g1S/jjWpxaqrAKqnTtX13tYE6z63\n1CiyKox8euRTjr94HEEQUDoob0g1VN0PwloO6U6ZJdbUL3vCZ61f7O1sSauwHxdzlllUThUXKkh6\nJonWm1vj2sGV5kuaExIVQnRsNIHNAgl3CEcQBAavHcyKR1bUWVZcV0gECUv+XIJcKmdmj5m2ftal\n8oN1PHZp50Kn+E4kjU7iWI9j+DzhY1m0TtJw6qlTuHZxRe4pR9Vfxdi9YxHNIsWSYuY3nY8x30jX\nxV15p+wd4uRx7HfcT05MDlNenoKp3ETS6CRafNECVX9VnRRg1j4FzwnmUPNDBM0IQhGguGNzhNrI\nsHCVv2tq1wdqDf1GRkYSEhICgIeHB+3bt7fJIGJjYwEa2ndp+8MPP7w99+uyTLrKfpWK2GPHwC7/\n56rHnzgBL71EbJs2EBND79hY6N6dWH9/aNOG3pcNtWJ79bri+JzyHM64nMEsmjkZ9yM9m4wh88w4\nCi79SmFmV3RGI1GDT2BSdODtTbtxdAxm/qBpaA1ahr07jDkPzuHZoc/y2vbXSDmawrv575LkksR9\n/vcRvz+eh3Y8hBAmoJQp6TK3C0azEWOwEX9Xf37e8TNtG7cFNTzd5mnMKWbcnN34YvIXKB2UjP1g\nLIJeYGj4ULLKskhNSKVFeQsb4W1T0YZnP3iWwLaBTOs2jVOHT3Hh2AWadWxmOVYQGOs31pZ7k3Y8\njUFNBzFq0Cjb+ackpKDurb7u+6dL07ElaguiKNItrBuq/iq2fbHN1vaN9OVAyoFb8rz07NETU6mJ\nuL/iEKTCXfN9udn2qcOnKD9bTlllGfH747Gid+/eqD3UdNZ35t3d7+Lewp0lfy6hs77zDd+/q7X1\n4XqMUUZCo0NJH5LO6WdP07+oP6Fvhd7x62Nth+wNITQ6lL3791K0owjNXxpK8kt4sOJB3gh/g7xJ\nebSZ0oZLUy+RqEwkok0EAAczDuI5yBPDHANSFymxsbFkXcjCMM9A8LRgtkRtwcfZh95TeiPqRfYn\n78driBc+W30wlZr45tFvkDeW0y2sG5VZlew/u5+KNhWUR5bj3tOdg2mW93fwdaB37953zfVqaF9f\n27rtbulPXdsHDqQAvart/7u9ffsGjh17ia5d1QiChEOHMoiPf5MuXTwRxQri4k4hlabY8qXz8yeT\nmhpbpV1SsoeAAEtec3JyZwoLf2P48Pa4urbn/Pk25OTEM3z4RABSU3uRk1PJ8OGLycpawYEDKfj4\nPEnv3j3JyFjCgQMpeHkNpVmzE6jVb7J+/WhUqodp0mQ/JpOGM2eaYDKV0bRpHiDh5EkfysqcGDx4\nIGazjvPn21JUVMnQodPIzV3LhQudKSz8LyAwfPi7/PHHUQoKttC1azDBwbP47rup+PpGEhZ2kODg\nGWzcOAlBEBgx4hMANm16CYA2bSYginpOnJCh13fEbJ6DVOpCbGwsJlMFAQEWwrt585uYzRq6dg0i\nO3s1Bw+m4ek5iAED/h5fU1MN9L5M4iztFHrX4++1FZFbIol0j+Rs/Fn8e/uj0WtIO55GrFCH+dM1\n2lF2/a/v8aZ6OyEhgalTp17z9VG9oyxtRwi9P9SWbywIAtGR0ag91KxPXs+5nedwfdWVph81JcGY\nAIdBbbb0P7w8nPHLxrP6ldUMjxjOrt27eGLxE/ww6weGthjKth3bmPnFTBY/vxi1h/qGz69vaF8G\nfDOA5RHL2bd3H126dyEqNorO+s7EXmN+az8e/xH/B1luWbRs15K8b/M4kHYAQSIwassoslZkkRSS\nRPr4dJ7Z8gzKCCWXoi/x1fNfseiHRbiddmPslrG8pnmNAc8MYOjZoUyeOZkeJ3oQ+XIk3kO9iY2N\nJTs5mxBCaj2f+yPvJyUqhbR+aey9by9rh65FppJR5F+HtMZbgNpk0kdFUexY/e+a2nX6oCtl0klA\nbzuZ9B5RFCOucmyDTPofDPsv6i3F1KkQEmL534qPPoJz5yyy59ogihAaCr/+Ci1bQlQUaa+O54/P\n5/Looi3ELBtHx16jML4xl92RvWp1X95xbBIz/vyNmc3KeLT7Tt45uJFiXTEPeJbxW45At8BuZJRm\n8Nv53yg3lOModSS1JBWdUYeAgNpDTaWxEqWDkr4hfWns0pgDmQdQOiiZ2nUq6/5ax8J+C3l///u2\n6G51OXNke0sNvpndZ7LiyApGthpZJaqs0WtspQSs52A9H/uVzFt57+xr0kmVUjRJGpLGJBHxdQTK\nCOUtl5NWXqzkSKcj9Mi5+qr5PxWtPm3F+sfXU5hUWOP9m/rbVNTual7t9uot64N9LlFZfBmVGZV4\nP+YN4p1zjrTvU/HeYtTz1CTPSkbmJqOgSQG/DvuVCYcncHT4UZb+vpQOmR0YJx1Hlxe62PKAg6cF\nX5EHbG+oZSgwVHlt1sosjOVGgqcF46h2JOXNFNx6uJEyNwVdsg7PwZ5InCTIveU0eaeJLVKc3DmZ\nAaMG3Nbr04D6w20b9+4i1FWeXV/1cmuSL9cm5QauMJy6WvvAgRQbwa3pWPvo7rXk2NXzmO9GJ+15\nu+fx1fGvODXpFC4KlzsqZ75Z1Md3zzpWFO0qQpdm+Z0OX2GR8po0pirRz+qy4sHNBrP0wFK2jtpK\nl4AuN5yKZH1fk2ji6xNf80jTR/BR+tgi7NcTca4+9kWsiQApnBp1Ck2SBlVvFUgAE7h0dqF4ZzEu\nHV1IOpDEd22+I3J3JGtbrMVb7s2yiGXM/XkufbL74DnFk8+0n7Hs7WU1Xpu69MmsM3Px44tEbIjA\n+xFvBEG4q2TSLQRBOIElCtzk8t9cbofdwGcJVI0obwUigUXAWODHG3jPBvwDcNsmBDXJpFWqKjLp\nq+XjemUV82JFOe/kbsScK9IteTs/70hn0aufo/Tuw7/nzWfiiO18dN6ddr8Vs//iQQ72j+DZRyez\n7OAyCrVZfLjnSYxmMz+ei8XXwUT0mQA+SHuOU/mnMJgMrJVJ8XBqjCAIBLsH4+fqh4uDC9O6TWPd\nX+t4t/+7LPpjkc2cSiJImN7dMpAv+dMyGDdRNcHb2RtXhSvj2o+7qpy5urvgxpMbqzgr1tXlub7v\nnf0Pcsm+Epp92gypUoqx1EjW51mELAghbUEa/v/2R+IoQer4t5y0upTnZsnUvSiRtiLUI5TU4lQe\n7f1ojftLK0txU9xaF+0qzpHJFRztdhTHIEf8JvjdEWmw/eKLxFnCiUEnODHkBKFvhhI8O5jK9Epk\nH8r4wuUL3ArdyK/Mx0vvhZ/oR/bqbASJgIBg+ztkbkiVvuvSdGQsybCVWrK+1qw1I1aIyL0tRm2i\nSeTSr5do/X1rJE4STj5+krLEMpxDnNGO0yJRSJAoJPh85kPqmdSGfOJ/KP7XiDBcnzy7Njn2zZiJ\n1Sblvh4H72HDajecspczW/tRm8HZ9Rhj3i5Y50MF2gKL8eXQGN7f//4dlzPfLOqDCFvHiorUCnTp\nOgSZgC5Nh9xbfoUplL38OmpPFDN6zKC5V3MGrxvMGz3foKiiiN0ploq09r4vtRFae8OvtX+txcvJ\nCweZww1Lru3H49ToVOTecqRKKap+Ktr+1pasz7PIXpmN4CDg4OeA2WDGobEDapWaKQ9M4Uv5lyQ4\nJ/BQ64f4QPkBsyWzudTmEv0P9ueA0wGi9kSBEfpu70vXl7ted58UgQqyPs7C+xHv6z63+kBtZLjG\nKO2NQBCEdUBvwEsQhHQgCngX2CQIwnggDRhZ23tEx0ZfYR4ENRsLXat9tShYA+4O1FYSqLb2iAsH\nOBiQz4nf/rLd2xEGR2TnD7J2T1St+bgOR2PYGSIysvWTRPhE8F72JYat/4O/2h5AGNiaS985suLj\nZP49vQWH/XfhE+zMqDXf0e/EGvK8HAlxdSUx34P7fBojikbaennjZGzGrAej2ZS4njFqkU2ZAg5y\nzysIboh7CCpHFY4yxyr5ui90eoE5u+YAMK2bRVJ9rdzd6oS3ei6v1VnxdsJKgA2FBsoOlxG+Khzn\n5s4kRSZx+tnT6Av1GHINCDKBkj9KMBYZ0SXrKD9ejshlg6I8PaYyE62+b0X2ymyCpgfddNT4XifD\nV8sbBiipLMHd0f2q++sbuV/nErE+gtNjTuMzwgeZm+y2uUvbVvj3FOHew53yE+WkvZWGPkdP45GN\nLaUfBAG5txxfjS8v8zLSWCmdJJ14vtHzyDrLcJA6XHOssB/Ya+qDlSjbk2OpUor7A+4o2ymRKCQc\n7XYUuY+cFmta2PKSG/KJG3Av4mbymmtCbbWrb5WD97UIbm39vdOwkq35vebz6IZHeaPnGxzKOvSP\nJcD1CWs1hLyNeZT+WUrrra3J/zafpLFJqPqoav09tlbVGNpiKAqZgie/e5Jx7cfRJ7TPNRV69mOM\n1T06T5PH3N1ziR0bS4hHSL2YXfpG+toMrASJgFlrRp+tp932duTE5OA/0Z+sFVkEzwjGrDXj/5A/\n089PZxnLmP3IbJQOSjqe6MhSljLCbQTt8tsxOnY0RomRJR2WsCVpC27JNXOzq42hfs/7kf5uOqfH\nn76pc7tR1EaGvxBFsV40WqIoPn2VXf3r+h72D5Gz3LlWY6HqZWTs29WP9Xb2vuJhvFWku75e+0/r\nY/KxZDwjPOt07LVKAtXWDpHuJNZJjlk0256LJb8+xnKTkmndpjFn1xxKK0vZdGoTW89s5f6A+7lU\ncYknNj3BW+vOcrxdY8av6YNMIiOnPIewMCmRLw3Gx8mLtueL+es+NS9vyeK9WQ8wqedrBA/1ounc\nifzcU0r0wG95c/szjGp8jp+9JjGh7RMs3j2GxoZtPBYo4YsLxXg4+dvILlyb4K4+ttpmjmD9uy7R\n3fokvDcrN7JfYc1YkkGzz5txZvwZtOe0CDKBRk83wqwx0/yz5qS9lWb7EQ6JCiElKgX/F/1JfTMV\n7TktxkIjR9oewSHQAadwpypR4+uNNOrSdGR9noU+R09q9L0XfQtVhZJSnHLV+1eiK8FdcfvIsGgW\n8ezriefDnpwed5qWG1oiVUoRzbc2/cX++RONIlI3KQl9EwiYFEDrra3RZ+lJGptESlTKFdFeSbGE\nxusaozVoeaf/OzclG6xOlO3JcemBUpp92gxlhIUQS5QSEh9N5ITiBM+Oeha/CX6cjjyNe0/3Ghd9\nanOfb1jovXP4X5RJ3y2oiWjboy6k+2r3724muNcDK9mKSYihXF/OzB4z0Rl19V5Z4E7gZr97olmk\n/K9ykmcl035ve5QRSlzbupISlXLNxVv70kQHMw/y5/g/GfjNQPxc/fj57M90D+zOlG1TmHr/VMK9\nwnGSOeEsd76iRrFZNFNYUUj/r/sT3TuaVo0sNZDqowyio9qRwMmBZCzJwFBoIHFYIuGrwnFUO+Iz\n0ocTg08Q8bUlHmrfftH8Iq8uepXJFZNpO60tYUlh9KvsR2FEIb20veij7oPGoMFH6kN0n+ga5+tP\nff+UrfKIPQ8wl5rp0akHDqfuTICiNjLsc9t6UQeM+3EcnXw7MWHrBBQyBUOaDUHlpGLu7rlIBSlv\n9HyDpfuX8mLnF1l1bBUfDfqIz+M/Z3r36aw+tpp1w9ex5vgaJIKEt/u+bXNmi2wfWeVhrI043wzp\nru3Y2/U5d6qPx8uPs1/cX6djN57cyJYnt7AobhHPdXyOmIQYVv5rJZ8e/pTxHcbz8aGPmdVjFv/Z\n9x+Ghg9lfeJ6Ho94nFd+e4UP0xK4JO9FSnEKvWJ6oTVoCTcaSU0t4v4PgpAIEkI9QjmSdQQnuROB\nboF4O3vTyNGb7udO4LJsPilFsczrOY+V8SuZ/cBsFsct5vk+0ewd25uIj9aT88RA3l9wBBe/i1Ru\nnYf6yAkmylyISu9FiSqf9gOP4l6mYcTmMbzT5WFCQ6NppNfwVcqraA3aGya49rgT0d3rQU1S6Irz\nFeT/kE/mh5l4j/DGtbMrQdODyFyeicxThiAIV/wIi0aRtHfTUM9Tk7062yaVPj/1POennkeQCziG\nOKI9p8W5mXOtpMG+T9b8TtdOlvI392L0LdQjlL1pe8G35v23OzJsdY5s/klzEh9P5NRTp1C/qaZk\nX4mNiNbXgkRNz5/2tJbs1dk4hjnS8c+OXNp6CYnckqer6qOqcYITkxDDj0/9SNf/68q4DuNo79u+\n3upH2pNje8IuyAWCpgZhyDfgXuDOsQeOUdiskJ09d1pyuozQ8pOWJPZIROImqVXtUtNCbwM5bkAD\nGgAWUpWQk0D03mjixschlUhv2D36XoNJYyJxuIUgKiOUtm11cTpWe6iZfN9klvy5xCaN3jN2Dwk5\nCcQkxODr6suR7CO888c7HMs5xpg2Y9AYNIiiiNJByYQOE4jcEonOqGP5oeVM6jKJSV0mAXV3j64L\nqo9BOTE55JnzECQCzZY1I39j/hVtB7MDz+qf5UunLxG/vFxW6qk1hLcK59ylc7z060uU68v578H/\nciznGFqDlhc6vsCKIyuYct8UVh1bxZYnt9ToY3Mq+hRLxyxFu1kLB+vlFK8LtRloJQPTr3agKIo/\n3KpO1dAXceDXAxnYZCC/nvuVSlMlbRq1oVBXyOGLhzGJJgLdAkkpSqGRshGZpZmonFTklufi4uBC\nUUURDjIHNHoNJrMJM2akghQAmUSGUq5Eb9Lj6exJWWUZ3s7elFaWIhEk+Lv6I5PIyC7PRiJIULup\nuVh+kRbeLThfeJ6mnk1JLU6lXeN2JOYl0tKnJWcvnUUiSOjs1xmZRMbRnKMIgkAX/y4cyzlG/9D+\nxKbG0iO4BwczDyIIAgObDEQmkbEjeQcSQcKAsAHsTt3Nk62e5NuT3/JQ2EP898J/eTzicb479R19\nQ/uyM2UnoigyqMkgzKKZ3y78hohIz6Ce7E3fyyPNHuGXc7/QW92bfen7GBo+lJ/O/kTfkL7sSduD\ngMAjzR5BEAR+PfcrIiL9QvqxM2Unw1oMY3PSZvqE9GF36m4MJgPdgrpRri9nX9o+ANo3bs/x3OP0\nCO7Bnxl/0r5xexJyE+ge1J0/0v+gtU9rjucex4yZ1j6tMZlNnMg7gcFswM/FjwtFF/B18SWlKAUn\nuROXtJcwmAwggM6oQyaRIZfILXXNDBqC3YMp0BQQ7h1ORkkG7f3ac6bgDD2CenA05yjfzjvB/o9n\nIYtoxdazW3GWOTO/2fM49eiFW0GZrcZq9Xzcr7+azoj5GzGdTrpqLd38mS/zWFAcXzy5lkb/WYjy\ni/Wsfn0gT+mac3LATvLfPc3RkUOQNGmHRJDQV92DH44vwM295//UJLS6KdaZF89QHFuMsdCIsq2S\nFl+2wDHI8e86tEkazk06ZyOwqv4qinYWVSGtTT9oSsaSDPwn+pO+OJ3AyYFkr87G82FPLky7QMX5\nCpyaOiHzlOEc4UzT95pWMd8SzaJNnq2MUJI8J5myo2Voz2hRv67G/9/+12X68E9AQk4Cz25+lhMT\nT9S4v/ny5vz01E+Ee4fflv5UIXwygeMDj6M5rqHd3na4tnW9oci+/eIGcIWRlT5Pz+lxp9Gc1CBI\nBYKmBaHP1RP6Vijpi9MJnhlc62da6zd+ffxrFsUt4vDzh3GSO9V7/Uj4u96xJkWDMcjyXfH09iR9\nVzoag4YJn02g2eRmlEeWE/lrJPN+m0eHLh1YLFlMSVgJg9oMYtv5bTzc7GH0Jku5tec6PsfW01tx\nd3RnQb8FtUryGtCABtz7sFeR7EjewfnC83w59Eseaf4IwC2pOf9Pgc3MSW8me1U2ikAFHfZ2QKqU\n3rDHhXXOqXRQ2tpWk9Oo3lFM2TYFN4UbK46swMfZhyHNh1BSWYKT1Ilfzv2Cr4svnf07M63bNLyd\nve86Q7Pq5xe1J4qZPWby1t636KnuyZI/l6ByUrE7ZTfl+nJ8XXxp4tmEoooiXBWuDAwbyIm8E0y+\nbzIXv7zI711+R1ms5P0x799VBlruwBBqLqMkAreNDAN0C+zG6DajbTKw6nmX9g9Y9QfOvg3wWrfX\nMIkm3vvzPQwmA5O6TGL5oeW21ZxJXSbx4YEPERF5ruNzGM1GVsavxCyaGdN2DDEJMYxqPYpvTnzD\niFYjWJ+4nkFNB1GmL6NvaF9KK0sxi2bCvcMxmo2cKjiFWTTj4eiByWxCa9CiNWgpqyyjsKIQM2aS\nCpIwmo2kFqdiFs0oZAoS8xIxmo2cLrBo6JMKkth6ditnL53FSe5EcmEyCHAw6yACApmlmQCcLzpP\ndnk2x3OPk12WzdnCs2SWZvJnxp+kFqcSnxNPcmEyIiK7U3djFs22z1BIFZwvPM+O5B0kFyXj5uhG\nanEqMomM0spSXBxcUMotD36oKpSzhWfxcvLCUeZIoHsgSQVJeDl5oXRQEuETQXppOhJBwv2B9yOV\nSCnRlyCXyIlsH8nGkxuZ2HkiMQkxvNb9NVYcXoGD1IEZ3Wfg5ezF/Nj5SARJne+typDIvzo9jejv\nR2JeIgCCyhOnMh3AFfm47617ma47kxib5QDefoxY3o/3ntsIXJmPq+oo59vdLVjTdC0dCv4gb0of\nnntnB1tHxrMz14FRUU/w6qYsPJ+LxmTSkJISxTuDYu46w4xbgZoiccYSIxdmXiD3q1z8p/gjkUrw\nf8GfzGWZBM8MtkUKs1dl0yKmRZUBxr2He5X3rknKIxpFctfn0nJ9Sxx8HUh6JonKnEqyVmSBETwe\n8rDJqCUOElpvaU1qdCqKIAVZn2Xh1NwJ9+7u+D3vB3BbJLu3E1JByplLZ3hzz5tIBekVpOd2R4bt\nZVmiWQQRlO2VpEWl0WJNC4xFRiQKiS0ny35RpLZFEnvn5oCxAaS+lYr2lJb4rvEY8gw4qh0J/79w\nyo+VEzwzGF2ajrSFaZTElSBIhDrlfj3T9hl+Pvczs3fNZkHfBfWyMl9d2qwxaPhg9gdknstk4bqF\noIBx7cexYNcCTDITpV+V8t8d/yVmQQyB0kCmdp6KzFNGekk6fmf9+OPcH8glckpPluIa5sqJkhOM\n/mE0pbpSXBWu5GpyeTD4QRykDlVUUPaStQZi3IAG3LuwN2SSSWT8ePpH5FI5YSqLH+6tqjn/T4B1\nsTZkfgjnJ5/Hvbs7Mi8ZKfNSbJ4kN6Ics5dMKx2UVUxOAVwdXC0lEJ+PJ0eTw5RtU7hQeAGtUcuc\nB+bwbLtnWRm/krFbxtInpM9dRYThyvMzmo3M2TWHad2mofZQcyTriG1+bjAbmNBhAkn5Saw8upKy\nyjIKKgpIyk9i3p55/CX5C32CHqNovCPnUhsZThdFcfxt68k1YP8QOcuda827rP7AVT927u65tmNX\nxq9k6f6ltpvn7eyNl5MX/q7+ALTysej0Qz1CAWjXuB3NvZrzr/B/cTT7KD2De3Iy7yTPtH2GC4UX\neLT5o1wsvQjAcx2fA6BcXw7Ai51eRBTFKiTO6uh6M+T+dhxr/1qrmmBsu7FoDVpmPTALnVHH+Pbj\nqTRW2trWxYuUhBSeGfEMgO3a3Od/H/FZ8XQL6sb2C9vxUHjg4ehBZPtI3o17l5ndZyIRJLXey+pt\nZcUiZh19H32Sw9/PxQ+PcwgBdLoqBPf7bUvp9dMJfhvTjSbv/pfEwW34PEXBpl0r2dDYrUa5sq5D\nHBM/m4fsbBH6RlqSP1QzbF4mw6fuRd/Kl6I1vUhJiUIQJOn91lsAACAASURBVAQGTr4niPDVcm9q\nMsVSRig5/cJpTo48SWV6JX4T/Ggf1568tXmIgoij2uIknDgsEdcurmQsybjmAHM1KY+9CZFEIcGp\nqRMKtYLQ/4RSvLuYpKeTUAQqkHvKMRQbyP0ml8qcShQBCryHedP0o6ZkvJdhkz3VVQL1T0BacRpr\njq/BWeZMp8pO9O/b/4oV5dvhJl0d9vcyJSoF9Rw1Zyed5UDIAZxbONNyY0sEmUUub19iq3rJreS5\nyRg1Rop/Lyb7i2wUagUViRUcbn0YqYuURs80wlRsovnnzdFn6clcnokgt9xbubccc6WZiDUR15zY\n2A/0Kx5ZQcQnEWy/sJ2Hwh4iOjb6ushjjeR34Ac4y52Z+MtEzhac5YlNT5CYl4ijlyOFxwr55IdP\nkKqlNFI2Iu5cHO3vb0/FmQpaXWqF9rSW2c1ms73ldp4+9DSr3Ffh1duLV9u9SuqCVDY9uAmJm4RX\nur7CvD3zaOrZlHl75qHRawhyDyLCO4KjOUdtkrXp3affdVGHfzoacob/2bjX7p81R1jpoOTfP/2b\nMM8w1vZZy6RfJtFT3fMf7R5dHdd776yGWRc/uUjZ0TI6/mmpHHuzajF7ybQ1Dc4+LU5r0FJhrMBH\n6UOIKoR+of3oEdyDQU0GMbDpQAAW9FtA1J6ouzJaX/38rOfj7WxxhLafn288uRGlXMnu1N0sG7SM\nmIQYJnaeiJeTF1G9o5i7ZS4j/xjJ+n7rWcSi234utZHhuypMUlNpGLh63uW12tZja7t5N0u663rs\n7fqcO9XH4+XH63xsXUoC1dTedGI9c3U6jE4KJILw93Px8EdolQNZ8ctctF5ufxPc6Gj4ah995HIY\n60Pzn1eCkxNTlyyBUVf+6Oh0aWRKNxO65GcKpz7IuSHncfQKx7zw38hemIR8x084KkPxC61f+eTd\ngppybq3y5RbftODC1AuYKkyU7i/Ff5I/giDQZFETAKSOUs5NOmfLDW25vuUN5YbW1YRI1VsFgFt3\nN9IXpOMU6oR6nhrXjq6kvpWK33g/UuamIHWxpErYS6DuBVgnPXtS95Bdlo3SQVkl11Vv0mM0G3GS\nOd2xPgoSAdEo0mJVC84pz2EoMnC47WGcmzhTHFuMRx8Pzr10DrfubhRuK0TuKed4/+MIEoHKrEqk\n7lIubbmE3EeOSwcXAl4OwLmVM3IPOUHTg0hfnI5ELrEtwNg/f3Vd4bcf6AsrCvF28qZAW8Cbvd7E\nUeZYK3m8GvlVOih59bdXSS9JZ9yP4ziQeYBiXTFDw4eiNWjpH9afGd1n4OnkyfTPpxPaNJQRv49g\n04BN/GfAf5g6bypDnYfCEAg6GESnaZ1YMnoJLhUuRLaPZPb22ZQ7lzPy05Fs676NN/LfYNaAWag9\n1JToShjddjSvbHuFGTtnIBWkOMudKdGVVMlVs06MGyLFDWjAvQOzaEbpoGRl/Ep+T/+dg88dxFXh\nSk91z3pP+/inQTSLZK/OJuvzLNrvbY9UKbVtv1nYl12ywt73Ja04zUYmD2Qe4NNHPiXC5+9iPvWZ\nJ3wrUP387M/Hfr5eWFHIsG+HserRVag91FdwBlxh5X0reerQU3eEDNeWM7wbeEMUxbjb26Ua+yJe\nrZ/1gdpK+dztTs33ah+veyJWVARhYZb/q6NFC9i8GSLsqoVFRVkI8e7dMHs2HDxYdXs1pKZGExj4\nGvn535IZ9xohP/ng/uF2sorXoI7cRYUuFclXG3AMv7vNreqKq5FfqVLKhdkXqEyrRNlGSc6XOehz\n9Lh2cUXqLCXsvTCy/y8bQS7Q5J0mt62ebPVc5eS5yRjLjQRPCwYgc7lFnp21IqteyjLdzbDmtD6y\n7hEmdp7IkOZDqmzP1+QT8UkEBTML7lgf7e+XNX/3/KvnkXnLKN1fikdPD4p2F+H5kCelh0vxf8Gf\ngq0FhLwZQvbKbIJfDyZ9cTqCxFJ+CCyr+L6RvmQszUDqIiVsQVi9PX/W3Kg397xJUkESG0dsRECo\nkl9nHUeqO+LP3TWXlOIUfJx9+D39d07mn6RfaD8Alg5cyobEDczoPqPG2uKR7SNZvH0xQpLAa+bX\nOHb4GG8Pepu1T60lwieCE9NPsMBpAeZjZlReKiqUFXgO9EQ8JiJ0Esj+PZt5hnm4urnyvuR9xAiR\nmQNmsvrYaoZHDOf/jv4fqxNW83DTh1E5qfB28r5p5+wGNKABdx+iY6N5MPhBRn0/it/H/U64d3hD\njvDlOU7ehjyMZUY67e9kGyfuhI+IvZRd6aC8536Hr8W1rIvGLgqXuypn+EdgiSAIfsBGYL0oisdu\nT7duL661clMd1fddq32rXnuv9/G6UFICbleRfapUV5JkiQQ0Gvj5ZxhiIQtoNJbtl6HTpZGTE4Mo\nmikq2klp6SF0ulRaPbwfaZtCNG+NR6FJpjTMF7cfihFWbAL37Zb3iIwE9T/nx6s28nt++nn0OXrO\nv3oebZKWkoMlOIY4ojmpQdlWSbs97XAMsJhiKVsobzgSdzOonpNavZZrdXm2fQmdew3WXFcvJy8K\nKwqBqqvLtztfuCbY36/ivcWIRhH1XDWOakdSo1Pxn+hvKXX0Zgip0am4dXWj/Gg5jkGO+D3nR/Kc\nZKQuUvxesPwtIhI8LRi5txxThUXyXp/PnzWqsrDfQib+MpFOKzvxwcAP2JO6B/OeqgP5kj+XsHnk\nZqbvnI6bgxsbEjfg7OBMkFsQywYtY0fyDmb1mMXiuMW08G7BuPbjrlpb3NvZG4OTAWVXJTGKGMwd\nzcyKm8WGhA0ggxKnEl4sf5H73r+PlDkp6C/oqfi+AqdmTqi7qvlL/xerXVfj3tsdabmU7N+zKdlf\nQolbCYZ9BqStpByYcIDJ2yazK3kXzbyakVOeg6+Lb0OkuAENuAdgJSAZpRkMWjuIZYOW2Yjw/3qO\ncGh0KHnf5mEsMSL3kWPSWswY75RarCZZ9b1ChKHuUfI7gatGhm0vEAQ1MOryPydgPRZifPbWd8/W\nh1saGW7ArcVtyb05cQKeecbyf3UMHgwvvQSPPPL3trQ0WL4ctmyBjRshPNwSFZ48GdRqiyw6czmh\nodGUlMSRmPg4Tk5NadlyA0qlxYHXZNKQkbGEECESxowBBwfYsQO02irvdbejpqiqLlOHg7cDu37e\nRXhKOO7d3REEAfU8NYU7CwmZF0L64nT8xvtdEXW9W8oU2RP8ey36Wxusq8sVhgqENIFFzy2qsroc\nnxXP8z89z9F/H73TXQWufP6q5whXb9s7hVsdpIFbGuWv7pq57MAyXt/1Oj2De/LbM78xY8cMcstz\nGdR0EJ8c/oTs8mwEBPxd/Wnl04r3B7zPe3++R3Sf6Cuc6qu7PFtVNIVJhYR1CLuChF5t4coaYT/7\n8lkkCgl5G/JwaOyAg58DzT5uhtRFysFlB9nisgWxu8jBCweZsWUGbVu15QPPDzCFmzA5m9hyegsv\ndHyBClMFjlLHhkjxDeJeyzn9X8O9cP+sY8HcB+cyZP0QOvp2JD47/p43zbuW10nRniLc7nfDrDGT\nvzmf9rvbI5rEKpUt/lfmC3cjBEG4qyLDAIiimAYsAhYJgtABWA28CUhvcd8a0IC6o7S05shwWhpk\nZMCqVXDkyN8RW7XaQo5XrrQQYqkU3fOPkSPGIKaYKSnZh1r9NufPT6OwcBvh4Z9TWnqQ3NyvCAtb\nYHOMDgycDItiYOtW6N0bvvnGQoyjo2HJEgspvkthPzC493CnIrmCkt9LyPkqB7POjFOoEwETA1Bf\nUttkqap+KpyaOtkiczdiinW7UD3H+H8F1tXlcT+OoyCtgCV/LqlCYkoqS267eVZtqB7Vr63OobV9\nuyP71V0z8zR5jIgYwdGcozgvdMZkNhHkHsS+9H2EuIewfvh6ugZ2ZX7sfMZ3GM/c3XNxcXABrnSq\nv1pt8VjHmid0V8udt0bYQ+eH4qh2xKGRA+593EmZnULivxIxFBpo/ERjns9+HvVTauJ3x7Pr1V3s\nO7KPU0GnmL5vOi0ULXjK7Smei3sOiYuE7qHdARpyihvQgH8gYhJimN9rPtN3TMfH2YdlDy+jwlDx\nPymNtl90rcyupPDXQkzlJlpvbo1zc2cA3Hu6Exodeod72oA7gWuSYUEQZMDDWCLD/YBYYP4t7VUD\n7incltXVmmTS1uhvt27Qti2MG1c1YpuQAKNGwVtv/R0JDopGEGQcP/47f/31ED4+o+jc+ThyuQp3\n9x4kJY290jHabAYPD4iJgYcegg4doHVry/a7CFeLKOlz9ejz9MR3iUfVT4VHLw+afdyMzA8y6TS1\nE7o0nY38AjVKUW/UFKsBtwZqDzWPRzzOKe9TV0x6SitL77hMujpqWriwL7FVU/t2orp8LS4jjjXD\n1hDoFojWoGXp/qW2GubjO4xn+aHlhKnCkAiSOpPf6qjr76b12vlG+pK5PBO5txwA0SRSsKWAVt+2\nQhGs4NzL51AEKsj+Ipv4DvG4P+DO8wHPU5Ffgfi4yOKzi3lV+ir9ovsxcttIjsUdY6+4l8FrBzP5\nvsnsStnF/YH3E90nuiFSXAf806OK/+u4F+6fWTSz4sgK4jLiiBsfh0SQoHRQYhbvrrlJfcN676qX\nfQxdFErmh5nkfp1LkyVNaDymMZnvZ+LWxe2eqijRgOvHVcmwIAgPAU8Bg4FDwAbgBVEUNbepbw1o\nQN1RWgru1SbLMTGWCO0771hyhpXKKhFb09bvKHg6GG1KFCUl+2jS5APy8jaRlvY2giClbdudFBfv\nQC63uBPL5d6oVH0ICam2omrNP27fHpYuhccegz17quQf3wlcjfxKnCWceeEM2iQtCX0T0JzUEPBy\nAF3+6kLeujx8I31JjUqtlfzeyzm39wo8nTy5VHHpiu0luhLcFXcXGf4nwD7fKTo2Gm9nb6QSKa4K\n1yo1zKs74i/5c0mdyO/Nora8eUEQkHnIqMyppP2e9lxccRG3+90o+LGAgu8LENYJjH5qNJ9JPkO1\nQ8Wh3EMsGbIE0xwTvzz4C0+cf4IBwQNQ+1nOoUBbgEKqsNW/bIgSN6ABdwfsTYo2ntpIsa6Yw88f\ntqmB7nZ34pvB1eY8lZmVXPr5Egk9E1D1V9H2v20p2FJgkeOaxXuuokQDrh+1RYZnA+uA10RRrMGi\ntwENqBtuS+5NTTJps9lCgDt3hvnzYfZsdNICdIV7uHQ0m5DDB3H59iNUHkEUFe3m/9k77/Coqq0P\nv+fMTJLJpBdSSKUIXDpcBEQBkeu1YaXY0IgFwQpSxCAxCoKIWBBUEKTYPkQFy7UBBhRBBWlKAkJC\nCikE0vuU8/2xnTRIIJCQTNjv8/CEPXPOzMnZOXvvtddav7V79yDc3PrSqdM7GI0dSEtbhKIIL0uN\nsOjaREVVqVCPHQs7dghv9G23idcvoKBWXfV/D08+TFlqGQn3JZC/LR9riRX/kf7Yimx0WdOF9KXp\nOAc7o9m0GsbvR/d+xMB2A6Xx64D4uvpy+I/DMLLm6/nl0hg+X2qHTZ/O+/vRbR+dl4F4LuNmfeXH\naojKGXV4XuZJ/s/5/Hvfv0mZl4JTgBN3Lb8LyyoLAwYN4PWQ15nUeRKxsbEUfFVA3C9xbDq6ib07\n9mJUjKy6cxV6Vc+Uy6bUyHmWIdSC1pBzejHjiP1XXY34l9RfePO3Nwl0D6SwvBCgVYhm1TZ4gUrt\nCLvxu/W3rQR/HEzxgWL2DNtD2dEyXDu50ntHb3I25OB1uRcuoS4kv5hM/rb8Cyb0KWm51GkMa5o2\n7EJeyJk4ejQWb+/h5OZuRNNsWK1CZESn80BR1Brvnal9pnMDA6NE+KvEcfgnTLq6ArRXwVbU9I3k\n9txDgGs+RS/8h9ybI+jgNYjyXxIw9+/C/sQxVFQcx9W1I927f0N+/o94e4uyJ0FB9/P33xNPDYuu\nTXi4CL1esEAY4DodWCzg7CwM5OLiJhPUqldMZ2YYB+8/iK3MRvFfxXhd6YW1yEqvuF5kfZBF2FSR\nB+x6iSshj4XUmBjsxm9aXBoRQyMa9ZolFwYfo0+lGFN18suaX03a0Tmd6ueF8P42lLqMY3OOmT9v\n/pNOyzthjDBi8DVgPmmm99be6Dx0HHroEGNLx7IoeRHqKJX9HfbzXNJzhEeEM7PHTJKPJ9Pz3Z6E\n6cOI3BqJGqJiTjMTZYuiVC0lNj0WTx/PGoJgdZXVk4azRNI42GvMJ5xI4K7P7mL97evxc/Vj4tcT\nK3P9HS21oa41jvmEmdSFqWhoBN0eRMq8FMqSy0iISiB+Wzz6Ij3+o/2xldrotaUX5iwzaYvSUAwi\nFNrgZ8BWbqPLqi7SCJacWU26JaAoilZUdID4+LF06bIGnc6V1NSFaBqEhU3Gai2pfM9k6kJxcXyd\n7TOda7UW8/ffk9DrTeh0Hk1qdDeWce8IBnx1I7Up7oUWPQOLwUzKWIVOnZZjMnWhJH4jBXPuxn3h\n17hmu2C9oi95w/3IHtcJ79fisPS+BOXRJykvP0pw8MOVnuD27efW8AQ3+L7GxsI99whBrWefhQce\nEAZxIwhq1Rn67KJy8OGDlP5dis5NR+6mXFw7uOI1zAtLngXnMGfCnw4nZX4KkbGRYlHcBPVYJS2H\npNwkhq0eRtITSTVen/L9FAJMAUwdNLWZrkzSEqivnFrijERsZhttH2mL+aSZn2f+zIdtPuTuz+/m\n8zGfE3UsitdGvoaWpvGD4QcMBQZCgkOYNmwaXooXa1auwVPnyZ3Od7JcXY5rF1emXT2NEnMJYz8f\ny5pb1tDFv8spStrnU5++obXspVEuaQ1UD4v+8eiPXNr2UlbuWcmyEcu4pcstQFWN+ZbK2Xh77ZUu\nKrIr8L7Sm8yVmei99RTtKaIssQyDvwHva7yxHLcQOSeS7M+yKzf87aJYxfHFUjHaAWiRatIthb17\nh+PsHMb+/SNQVQMmUw8UxYW//hqNohjw9BzK4cOP4+s7gpyc7wkIuIukpGjatBlDdvbnhIZOIiVl\nLqAjIOBuFMWJlJSXAJWOHReTkbGMsLDplJdnoap6FMWZwMD7SEt7FU2DkJBx52x0n+nchhxbV/vA\ngTtwd++HweDT4gx2szmHwsLfK43Uxrpv1ds9rZ0p8D1Jt26rSE5+ET+/m0i3LcP1gRFYZl5DjqUM\nj2AzTllWfDak4b9FhU5XoVquIUlZgYtL+Nl7gs+EzQaRkbBxI1x9NWRnwx13iDxim61BYdP15f0e\nmnCIkoMl7Buxj6I/ilD0Cj7X+2DNt9J2YlsinxelapJikggaF3RGESxpCLcufIw+nCw5NWe4oLyA\njj4dm+GKJC2J+kKqC3YU0HFJR4yRRoyRRrr078Lz45/n9dDX+aPiDzRnjVGzRxFYFIjHVR7c1O0m\n5qbPZe2+tWxJ2UKRqQg33Njou5F+7v2wfW3j3r334ubkxrQe03h5ycs8YXuCbDUbQqAirYIoWxRH\n1CM8/ufjvD/mfVwNrizcvhCAcb3HnWJIx2fHV7Ybcmxd7Ts+vaOy5Iw0lCUtlerGb/X65gknEnh7\n19sk5yez4fYNlfVbW2KO8Fl7e19OoTy5nL+f+Jvy5HLyt+eDCrnf5uIU6ESb29sQPiOc458cRzWo\nhE4JJWV+Cm493NB76museazFVjKWZ9B5ZWe5zpGcgsN4huPj7ycwcCzp6UvRNDN+fjdhtZaQnf0p\nmmbB03MQubk/4O7el/z8X3Bz60lh4U5cXbtQVLQXo7E9JSXxaJoVZ+e22GwVlJenomlW9HoPzOYT\nqKoRq7UATVPQtDJAA/QoihOKYgN06HTuaFo5Tk4BmM25ODkFYLHk4OLSnvLyVFxcIqmoOAbocHPr\nDhgoLY3/p92HkpL9eHldRX7+T3h4XEFR0a+ADl/f61AUJ3JzvwN0+PmNICfnOwIDx5GV9T5+fqPJ\nyVlP27aPkZ7+NgEBUWRnf0ibNmPJzFxOaOhUMjLepU2bMY3mJT/XY2u3v/zyJW69dT4pKfMJCXmM\nzMyVBAU9THr6W4SFPc3Ro8/Rps0dZGauQNPM+PuPxmot5fjxD9A0M56eg8nN/RYvr6s4efJLXF27\nU1T0GyZTNwoKtmMwBBD8zA7yekHWtXqs1hL0ejcMBn/8/UdRUpJA+/YvcWLLK4SMXE3OxP54/+8Y\nSR/+l4j3zKTf5kzwwNnn7gmuTWwsTJki8pXT02HYMHBxEfWOX3zxrMOmT1v/92gZqlEl94dcLHkW\nfG/2RSvR6Li4Y2Wd37rq/1avzXq2u6KOmDclEWiahv5+PWXLyjDoDJWvj1k3hls638Lt3W5vxquT\nnInmfPZON/ZYiiyETQ5j54qdrB+0nmf7PktmdCYLtAWUeZRx84ab8U/zZ+WwldzvfT+vur2KpYOF\nPql9MA83s2HXBsrcynBOdSbFPwVN1Sg1l2Kz2rCpNox6IwoKHmUemFUzTooT4ZZwXDVXjhmOgQKd\nwzpzpOwI3dt0Z//x/bT3bs/hnMMAdPLrhKZpHDx5EIBIr0gScxPpEdCDwzmHGdB2APEn47mz253E\nHY3jgT4P8O3hbxnfdzxv/v4m0y6bxls732J019GN4r1O3J1Iu97tpGHtoLSkuc9uAOeU5vB7+u8s\nv3E5Xfy7EL0pmiO5Ryi3lvNL6i/MuHwGibmJuDu5V9Ywbw7V9+rGrqIqeA/3Jndj7umjUKITMeeZ\n8RnuQ8ayDPSeegp3F1J2pAy9rx7vK70xnzATMimE3I25RDwfQerLqSiqQuiUUABSF6QSGBVYGe2W\n8p8Uruh3xTmteSTNj/QM14OLSyiurl1wdb0EAD+/mwGoqEgHIDh4AoqiEhERw9GjsQQHTyA9/a1T\n2gChoVMASE1dUHmu/dikpBjCwqaRmroATbMSHj4Tm62C5OTn0TQrISFPkJr6MsHBE0lLe42goAdI\nT3+LgICxZGQsp02b28nKWo2mWfHxuRZNM2OxnETTrBiNkZSWJgAaNls5NlsRZrN4r7BwJ5pmprj4\nAJpmxWotpKQknrKyZEpLEykq2kN5eSq5uZupqMjixInPMJtzOHbsTTRNIT19CZpmITlZhML8/ns3\nRFUsG5qmZ+fOXqiqC5pWAbiwa1dfQEFV3VAUhays9/5pu7N792Xo9T5YLHnodF7s2TNYLKz1Xmia\njePHV6NpGqrqyh9/9Eenc8NiKUBRxOeqqgtWawmgZ+fOnmRmWtm+/WM0zUpa2kJA4+jR5wD+8dYr\nZGWtxmotRVEMFBbuRFWNlJcfQ1EMKIqB8vJ0ysqOYrOV4+Tki6qacHPrg9l8gsDA+3CuOISlbTfC\n+i3F2bktR48+h6KolX1rNLYncJszx5/pT5uZm1GmP01g+3vYPzKK0P9TSA1Z0DiGMNQU1AoOFvWM\nP/oIDhyA8vJTVK1rU7v+b1lKGQW/FJC5KhPNquHa0ZUe3/Tg+NrjlWFATm2cCIwKrLf+rxTBurhQ\nFAV3J3dyy3JpY2pT+bpUk5acifqUqUPUEMa3H8+sV2bhdo0btr02nLo40cWtC51ndObDGR+y3H85\n9359L19kfMGgPYMwLzeTfnk6qovKWOexfJj7Ic8OeJY5B+bw9A1Ps2DrAuY+PZfoL6MZsW0Ey92X\no79Ez9DdQymmmB86/IDqpDLot0GUuJVwaeal5Kg5jGgzgnXZ69A0jcFHBwNQ6lqKoijc0fUO1hvW\nc1Onm3h///uEeIawO2s321K38UvqL+zK2MXhnMO8sv0VIrwi2JO5hxMlJ9iUtIlRXUbxwtYXmDxw\nMmWWMnSKDqPBSOyVsWftkc4ii4CuAQ3yQJ9PGLg0slsPdXl/F/yygPVj1jP7p9m092nPqr2rUBWV\nzn6dSXgkAW+jN8l5ydy7/t5KIb/GMoTrM3Crt2uLdxbHFxM/Np4ua7pg6mLiyIwjWDOtpC1Koyyx\njBNfnMCSb+HkZydxCnbC7xY/QqeHkr0uu4a31/c6X0xdTSRFJ6Fz0xH0kIh209AImxxWI9ot470M\nUrfINY/k7HEYY9jffzT79l1X6aVMTHymhpfS/l7tYxt6rqZZOHLkGcLCJv+T42pGURR0OhMAquqC\nweCHydQFZ+dgXFzCcXEJx9v7SvLzt+LhcSlFRbv++d7bACgvTwMgMPBebLYSIiJiqhlq7kD9Bnp9\nxr2m2YiMjMVqLSYl5WXARnj4LI4efY6IiGc5ejSW8PBojh59gfDwGSQnzyEsbDrJyXOrfa/tn3M1\nQkKeJC1tIW3bPk5a2muEhDxGWtrrgEJIyBOAyrFjbwAKoaFPkZr6KmFhU0lNfYWwsOmkpLxMePgM\nUlJeIjw8muTkuYSG6ggJmYRe787Roy+gKDqCgyeQkfF2gzcrxLHjARtt2z6M2ZyFh0d/rKV6/Nrd\nTUraa4SFTUNR1FP+DnS4kHtLO4w7Myi4IhdL9lo6912Ly/cr8K1dLul8qC2otWuXCJGOjhZe4tdf\nh6+/hs2bxfHVQqare2TMJ8xYCi3s7LMTz0Geov7vko6kLUzD9C8TQfedOfT5fOv/tpSdccm5EdQ9\niJMlJ2saw+VSQMsRaO5nrz7xrcKxhby4/EWx2O1UzOaHNvPBEx+g36anwrWCovwiLnvvMrzXePPJ\n+E+wllq5O+5uioqKeKzDY8z6eRZFe4ooOVnCtPenccsPt7BzwU4KryxEK9Nwa+OGmqRyWbfLcAp2\n4tDuQ7j1ceNy2+UcU4/xZOyTZK/LJvSVUPpM7oNqUBm6eSgaGicGnUB1VYn4KIJgr2AG/DmA39Tf\nGBk0kqzULB5PfhxP1ZNHBj/C4q2LKdVKuenoTaSoKaxzXUehWkiCNYHtx7YTtT+KFCUFi2KhXCvn\nnZ/ewayYCTAGcOWSK9FreiItkbhoLlz767XoFT19g/ty75J7GWwbzO9bfufGDjfy5JInGW4bzi+W\nX5hZOpPvUr5jkDqIR/94lPmF8+lg68AR9UidbaPNyLKKZQDc5nQbZWpZjWNL1VJm/T0Lfboek2aq\nVA92d3ZHp+i4pu81fLvrW6ya9YxtpUzh1opbCXMPD9SMngAAIABJREFUq9foqZ3feaZjHc0zdyGf\nv7qMX5OTiehN0VhtVnak7WBb6ja2pmzl17RfCXQL5PKwy1l6w1Je2f4K3kZRAtLP1Y8rI648pb48\nnL1B21ADt3o7e2023dZ3I2VuCr4jfMl4NwOfG3yIvzse1UmlYGcBxg5GiuOLCXogCE3TaDe3HccW\nHUNRFQLuDABANag1Nvih5honY0UGiqqgUPV/u/HbgQ4XrO8krQOHMYazs9fSsePrZGevrcxJVRTI\nyFiBoqiV7x0/bqu3faZzbbYSNK0Ug8GPwMCoJjO6G8u4z85eS0XF8RohyBZLDqpqQFWdUVVnrNZi\ndDojer0nOp3pn9BwYYTbfxoMXgDodK4YDL64unbAyckfvd4bJycxODk7t/3nWF/AvjHghbNzMHq9\nxz+f54bB4INO54rNVoZO50JgYBQpKXMJC5uGqurx9x/N/v3XN+q96F3qis6vI0FBvfnzz5txd+9X\n42/m+HEbXkU7iGizBJfPllFZhKm4uGnqAYeHV3l9Y2MhJATWroXJk4VB/Pnn4r0pU7BMiibDNBKL\nR1vyt+YT9EAQB+44QO6mXIIeDKLvrr6c+OSEqP87S9b/lZw9PkYfckpzarwmPcOSc6G6cWxfVB+3\nHUdRFQbPG0z3jd2FgVRkJaUshTeS3iBPzUMr1SjeWczGYRsp2VvC69e/zgbzBvYN3oduqw5TFxPd\nO3Sn07ROFD9dzJSQKTz/x/Poc/TMzZmLJcXCbRtvo/jTYqKuiSJ6dTS7fthFD60Hk4dP5oU1L2Ay\nmlg8ZDGqq8qdO+7EfYw79/jdwyvaK0TGRnL3r3dz48c3smbMGiIH1Gyvz1qP92Zv1hnX8eboN1kd\nv5ohC4cQPDmYOSPnMOOTGVy34Dq+euornrr+KWLWxzB02VC+GfcNFtXC4D2DKVFK2Nh+I2azGc8f\nPHEZ6oJTJydKDpSwZ9MejnU/xtva2+hyddztfjd5ah4r9CsITA1kYshEBrUfxP6U/XTY1YEX+r/A\njb1uZOOfGxn+/XDevu5tnA3ODN8zHBfNhQ96fYDepif6rWg2PbqJ4aOGk7ArgfJF5bS5vg0PdH2A\nF9e8iIbGI6MeoaioiLEfj2XNmDX0HdCXXb/uqrPdNagrP772I5NMkxjYdSBeqhftnmtH4vhE9L56\nLCctlW30cGzHMQDa9m4LFuo8Vu+rBwt0mt+JX91/RXPRzmiwj7h2BD+V/HTeYmnnI6zWmN9zhesV\nfPnNl6dsQORqueyz7OPFkhfp5N6JV9RXUENUfpn7C8dsx/hK/Yo8lzze+/09IrQIHih+gIWWhSyv\nWM7o3NFMK5iGPlVPUlwSpWopb4W9xZiUMST9mHTOBu3pDNyun3clZU4Kbe5oQ9aaLMKfDSf5+WS8\n/+vN8Y+P4znEk4SoBMw5ZrLez6I0pZTMVZnoffU4BTjhFOhE2LQwcr7LITxaiHmGPBpCWXIZyS8k\nn9HbK9c4kqbEYXKGk55LumC7itWVj1u6mnRDxKmaK2f499+z6NcvgIMH7z8rka9zuReuvW4k8907\nsLb3r1tZOzkZFi0SxqnJ1KQlj+r83gULqHD2R//sU5z877PkdxyNLa+Q9sHrybvicQ4+eBBrgZXQ\nqaH4j/Qn490MImMjRamkaWEXPAemJeVNSRrOwGcHMuPuGdzY6cbK19oubMuO+3cQ6hnajFcmOROO\n/OzVVe/8dAvuzQ9tZscTO9D76snfnE//4v4cGHKAgj0F0AcUFLQ/NBSbwi1jbuGzNZ/h8i8XirYX\ncVXkVXy39zusFVZKPUqxFdlwPuGMYlPoX9SfnUE7MQQbsOZaGeI1hJ9KfsK5ozPmFDPDOw9nU+Im\n8tV8EoISeNn4Mr4bfUk0JRLTM4YXEl7gstGXEf19NNZIK7fvvp0+d/ch5tsYHvnvIyz5cQnYYPqI\n6djKbMz/Zj4AEy6fwFs/v8XVoVfzXdJ3PNjlQd7Z+w42m43pIdMpLC5kUcYiipQibtRuZIVhBZfb\nLudb528ZYBvAFuct9FB78KvyK+3N7fnT5U8sigU/ix+lulIynTMxq2Z06CjWF6OiotpUPMweVCgV\nGKwGgkuDcbY6k23IxqAZuKTsElINqVxmu4zdym4GMpA92h5u97ydb3O/5S6/u/gm+xtGnxzNhoEb\neNT3Ud7+422uKb2GmZ1mMufoHIY+NpSflv7EM+HPMC9rHi4WFz7q9hG2chujfh1FuVpOdMdocezE\noWxdtpVnIp5h7rG5XDXjKvYe2st9X93HAtsCIu6KqDTYo8dGn2Kw/5n8J7cvvZ0FpQvo5N6JI+oR\nprpPPcVL/qDTg5SpZZXv2T3q53Js7XZCYgI7g3c2yvccLDzIFOMUPn7oY7qFd6vcgFg1ehUfHPuA\nf23/Fx+4fECPXj34PvV7ijOKyXLPYkDoAPRleu5Zdw+HHj5E1L+imL9mPg+UPsD/hv2Px9o9xkOv\nPkTI8BB8g3yxnLQw4PUBDFs6rMbz1undThz/6Dh+I/1IfzMd3xG+nFh/Aq8hXpz86iReQ704+cVJ\njF2MFP5WiLGDkcKdhejcdJSnlmMrtaGZNTCAqldRXBRMnUxUHK/Ao78HJQdL8LnWh4IdBRh8DIRM\nCcGtmxvJc5JRVIXgCcGkv5VOREzEaStZVF/X1I42OJc1jiOPnZLmyRl2GGPYUmSp94E523CPswnt\ncaRQHmhY2aLmMNi3b09k4MB2TVv+KTAQ9uwRP+sjORlWrmywqvP5UrbtIKUz38b50M/kqX3xeWY4\nLs8+TPKIj8hJ9MP/zzdJDxqPaydXOizqQOayzMqJI31pOvnb8vG+0vuC/23KScWxuWb2Ndx+w+1E\n9YqqfM19rjvHJh/Dw9mj7hMlzU5refYaEppZl7Js2OQw0pemV4p4uYS7cDT2aOUiG6ghpmMts9Lm\n9jYce/0Yvtf7krk6E+/h3pz4/AQe/T3I2ZiDqYuJgt8LUFSFgksL2OC9gbLMMhSbwhDjEOIK49D5\n6MgryMPiZ+HRzY/iHerNX8f+YvZVs5nx1QyMmpF1l69D0SnCINSV88J/XmDm9zMp0Zdg0pmY/Z/Z\nxGyLYVPYJsaFjuNd47vcuvNWvgz8komXTeStnW8Re00sMd/GMHHQRJb8tIRZQ2bx/E/P8+iwR1m8\nZTEoMOPWGagGlRc/fRGASSMn8eq6V4m9K5bpH07nkZsf4ZUNr1ChVHD/NfdTYivhnY3vYNbMXNfz\nOtbtWcfgyMF8l/Qdvdv0ZtvxbUS4R7C3ZC9GJyPpWjpmxYy3zRsfiw+FlkKcrE60L2tPupJO35N9\niXeLp/ex3iT4JGDQDPw387+4O7uzyWsTqk3l+rzr+db0Lfek3MNHwR9x05Gb+Cr0K6J2RbGq1yqu\n33U9X/X6CsWgcNfxu3Dyd2KNzxpUJ5WodlGsOb6GWTfPYkHKAq7ZdQ2f+n3KC9Nf4MUvX6TfO/3Y\n8dAOrDorQ38dSjnlfN/ne0rKSwj5NoR9w/ZxeafL2Ry/mba/tSWlXwqaotE+rT0WLBxpewSb1Ybf\nX35k/SuLnmE92ZOyh4D4AI53OU6fiD7sPrqbNgfakN01m+IjxXR3646GRkpwCnpNT/vf2pNxWQa3\n9L6F7/Z9R4/venD4+sPYVBu9/upFiVLC7x1/Byu0i2tH0tAkru5+Neu+X0dkeSQHgw4S6h7K70m/\nozgrZJuzcdKc6OzUmUBbIJm5mfhW+DLRNJH/Hf8fM4JnEP9bPB/3+RinDCcmHppIZt9MZnrOpPOx\nznhUeDBSNxKv/V64dnalaHcROi8d5Snl6Fx1VGRVYKuwgQaKk4JTgBM6k1g/K84K7r3dKTlcgtdg\nLwr/KMRvhB95W/IIuDuAk1+dpO1jbclak4XOVUfYjDAMPoZKD211A7f6sxgYFVhDvNN/tH+NDbDa\nxm9TrLlby9h5sSIFtOqh5O8SVIOKYlQIGhdUOUmGjAvBWmI963APnauu3nPPtEvVmEZ3YxnhLi7h\nRNTKefX0HNSgdlMd6+k5iIiIOk9vPPLzweMsFvfVw5ebkFNLB0CHrxZQcMMUfJbO5PDTGfgEPYj3\nqicovmkFzqFG+v3Rj/LUctIWtpzC8HJCcWz+1e9fNcorWW1WSswluDm5NeNVSc6G1vLs1c49BvAc\n5Flnu3qJp+o5gdVFvAD8R/uz77p9lfN69fDK9KXpZKzIICJGhFQW/1lMmzFtsORYiIiJQHVRaxjS\nfaf05UquJHVBKgDBE4IZ9NagyoW++W4zS/yX4DHYg4KtBSy5eQkbfDZgw0ZAnwAUFLZEbEFFFe95\nbqg8dvHNi9lg3EAFFTwZ/CTLrl6GG24YMHBv6b3MazMPvxF+3PLHLdyTdw/zAucRcHsAtxy8hbuz\n7mae7zyMGJmXPw+AMR5jKKOMUbtHMc9jHj59fHD+0pl3s95lvNt4PuVTBvQeAMCWbVsAGH3ZaFL/\nTmXehHmUx5bz1MineGXVK7z67KtMip3EU/eKthkzT098mpSCFBZ+uJByyhl560hWbVpF7zt7c3jj\nYdyudyN/Xz5mzPx0zU8UVhRy8NhBbNjY77mfrPwsfrn8F3ILc/lm4DcUVRSx7op1mM1mPhn6CWaz\nGYBPdJ+ABmabGTR4n/ex+FtY9fMqrFh51+tdKrQKPpn9CeX6cj6+7GOKDxSj1/Rscd+Cs86Z4weO\n42J1waWbC/l/51OaW4rlhIUOnTqQlpSGgkKXwC7obDqyDmehKArXdryWr1O+5jL3y8hIy+CWvrfw\n+eHP6R/Yn9T0VG7ofQMbjmzA28mby4MuR7NpfJH4BRYstO3cloQjCew9uZfEvETUDip/HvgTVVOx\nmq0YzUaO7zkOQKAhkMy9mez7cR9mkxm/BD9S26UyKGUQWrDGxIKJrHVbi5PixETfibi5uDH/5Hxu\nyryJTy77BJ2iQ+emw0f1weJhQcvXWNp9KW6RbrxtfBvjfiOKquB3qx8nSk7gf5s/il4YqVnvZxE2\nPYxjS44ROTuSlBdTUHRCfdlebvF0Bm1gVCC2UhsBdwRQeqgUYztjpThn8ovJhE0TeeTVn73az2Jt\n8c7stdl0fL0j2WuzK9MqmjrUubWMnZILh8MYw7sv241m09DKNdIWpKHz1KEaVbI/zEYxKDiHObN/\nxH7curtReqQUU3cTCVEJeF3pReGvhfhc78ORKUdQDAr+t/ijGlWSZiWhGBQiX4okfUk6odNCMZ80\nizCQJja6T3fugTsO4N7PHYOPoUmN7lbnJa+oAIsFjMYGnXauYhJnum+nKx1gLbeSvT6b49nD8O35\nKBWdJ3Ki7Ri88jbTJWsKaUPmoahK5UTy98S/Zf1fyXnja/StkTNcUF6Au5N7i6s7KZHYOZ3xbKe2\noWxfZDfEcK7drm1IW0uspxwbPyae2Wtmi7k6UMzds9fMrjHP28+1v3e6Y3e8toOlh5fiPtAdLDDx\nnYnEjY/j5x9/xtLVUmcbPRT+InJsvxnwzSnn0hGOfX2MSyZdwsPqwzz20mM1QpCvfv1q1owROht3\nX3N3ne31WetJezGN5cblzBk7h9XxqwmaFsTAyQOZOmgqeRl5DHl5CO6T3VENKiM3j0RD49Nhn2Iz\n2xiycAhbJm9hzsg5RK+LrtF+8tknGZM7hv8N+x9Fe4qIfVRUvoh5IwYUKg3yV2Ne5cmYJ5k+aTov\nvfkS8ybMY+prU5lw2QTe/OFNNIvGo6GPYs2zsjhTeM3vC7iPldkrmaBMoCiriBElIziZJzYBRxSN\nQNEppOSlgAb98/pzsPggg48OZreym65/dWWP0x4G/jqQP3z+oGd8T/5y+gsUGJw2GMWgcMh8CEVR\nuK3sNgrzCpnKVBacWMD4buNZdmgZqDB16FRUJ5WXf3wZVHjy/id5/cvXmffEPJ5Z8wzTZk/j5Xde\n5un3n2ZS7CR63NuDH1b9wG3cxup/r2Zqv6mY3jIR2T4SXRcdKLBi4AoKzAU8f8fzGN4Xf8uhE/+J\ngDgpNm58r/OlPLmcNmPaUJJQgmsnV5yDnTG2M6J31wsvsE6s5ZJiks7KoK3dPhsDt3a7tnhn7Q0w\niaQl4TBh0omzEgmbJsrI2CpshE4KxVpsJWV+CppFI3BsIOnvpON/mz9Z72fhc60P2Z9m4zXEi5xv\ncnC/1J28uDw0i4ZrJ1dsJTaK/ixCs2gYfA2Up5ajGlUsOZZKo1vRK6geKjoXHbZyG6pBxamtE5Yc\nC6ZuJkoTSzF1M1GWWIbXEC8KfivA4woPincVoxgU/G7yQ3VVyflfjmjf7kfOFzmETgklfXE6QROC\nyFqVdUpN2NphJWdrdFefjBvj3Mbykm9P3E4/n35nfW5Dv8fn3zZMo/qSMvWPsz73fMQk6rtvxnZG\n/n7ibyrSK3Dr60Z5cjknvzqJpciCk68Trp1d6TDdgGnbJ+RuPolbR1DWvEdx1xvxHNEBmwVSsocR\nGN2/RRjAMtzIsZn09iTKQsp46wah1H407yhDVg4h+cnkZr4yyZmQz9750dDwbGjcDeXtidsZ2G7g\nBdu4LhxUyIptK7Bq1nNWk64t5lRfTm1D83Gr580aigz15gx/H/09TylPsXrUanr37M3G2I1M95/O\nvGzhJf+/3v8HwJjdwktuf+8/Mf8552NrtxOSEjh066FG+Z49e/Ywdt1YXtFe4eo5V59WtCzaFM3A\nHkK07HR5v+e73rO3D95/8JycLg7jHEGOnY6OzBmuA0VRtCPPHKnMF8pcmVkjPwioM3+hdhuo91z7\nzlnKyyloFRohk0OwldhIeSkFzawReG8gx94+RptRbchclYnv9b4c/+Q43sO8Ofn1STz6e5D3Yx42\niw1TZxPWEivF+4vRzBoGfwNlKWXoTDrM2WZQwFZsAwUUF0UY3WYbql5F56vDVmTDJcyFiqwKnMOd\nMWeahRH+dymuXV0pPVyKolfwGOCB6qxS+Hshil7Bc4gnhTsK8R/pz4kvT+B7va9QJr4viKwPs/Ab\n7UfOhpzKkBrFWSFjqZCmD3owiMwVmYTHhFOeVk7aq2no3HQEPxR8zoPwtr3biNweeVbnnstgf2T0\nD3TLfZKKbQlnfW722myCJwST8lIKbR9pS8a7Gfjf4U/mskwCxwVybNExvP8jcsx8r/Pl+NrjuPV1\nI39LPppZw9jZKDZU9hRhK7GhOCtUpFegWTV0rjrc+rhhzbcSeH8gRbuLaDevHWmvpZ2y8RE62kbp\n1fdiKD1O+vgNqNhom70UffSkC5LLfCbkpOLYxLwXQ7xbPGtHrQVgb+Zexn4+ln0T9jXzlUnOhHz2\nHBtH7b/qZX4aW6m5uqJyfQa7UqYwoHAACTcngB6hTP3OaVSsB/yjYv1OLRXrczi2djs5IRl9kb5R\nvgcLdFpfpaR9IctZOapBez446rMnEUhjuA4URdH+fvLvOoU1GtMbmhideEGMbvuxx5YcQ7NohD0d\nhvmkmWNvHEMzawRPCK40no69dYyAuwLIWJGB/23+HP/wOL43+JL9aTaaRcN7mDe2chs5P+SgWTTc\n+7pT8EsBpm4mCncVYuxopPjPYlzCXCj5uwSnACfKUsrAAjo34fW25FuEyIJOwVZuEzfeBijin6Iq\nKC4Kik5BM2soBgVDG4Mw2CNcKE8rxxBgwJxlxjnUmfLUqjaAU7ATABXpFQAYAg2YM804hzlTnlJe\n2QZwalt1rKKKEPiK9Apc2rtQcqAE1V3FnGFG76XHUmDB0yOJdqnPs8d3JXpPvfh9cixoVg1Np0Gp\n+B00iwZ1/LkrBgWDrwFruRWXMBfMOWZMXUyUpZTh0c+D4gPFeA/zpuC3AlQnFb9b/dC56Tj55UlU\nV5WwqWFkLM+g3UvtSJmTUlkoPjI28hT1xOq7s377lmBcHI3LjPvh0ktFLeLiYlGj+ALkNktaNxsT\nNzLv53lsvGcjAFuTt/LMpmf4edzPzXxlEolEUjf1efYbYhBeKN2XVpFyJpG0AKSAVj10eLVDncIa\np8tXqKt9pnOr5xrZC37Xl0t0PnlI9nb22mxsJTaOLTpGyOMhZK7MxOBrwDnYWShffpuDW083TJ1N\ntBnZhpK/SvC9wZfy1HIA2j4q6v/aDb1G85LPSiLkqRDSFqQJg31GGJpFI3lOMppFI3h8MKmvphIU\nFUTG8gyC7j/9T4Cg+4MASH83vbJ9pmMz3s0ADQLuCiBzZSYBYwM4vvY4IU+EkLE8g9BJoaS+kkpI\n3yKI9sTvRj9CngxBdVJJezMNRacQPjOc1Pmp4nd/4SgRz0WQHJsMOvG76930Z1RHPN19CxwrVKvL\njpQBQuhK76FH1ddfKN7+XZX5NDEe8C8/eOUVGDAAJkwAHx+hdi2RnCe+Rl9OllYJaBWUF+DpInO3\nJBJJy+ZshNfqe+98jm2q75FIJC0ThzGGoX5hDWi8Ae5CGN3V2+YcM3/e/CedlnfCJdylQcIGDTG6\nG3quZtVImpVU6SVXdMIzrPcQfzYGPwMuIS54DvIkd2Muxo5GXMJPbe9I2kHHXh0BMEYIkSvXS1wx\nRhjxutyLvE15lW0A997uAORF5gHg1ssN106u+F7rS+FvhTgHO+Pk51SpdGgwlGB298Q52BmXMLHz\navASYhNahYbqrIp/BpETrujFLu3R546ek5jEme5bgwrFq6rwBHfoALfcIjzC0dHi9RaADDdybA7u\nOlhDQCu/LB9PZ7lAcwTks+fYyP5zbGT/OS6y7yQNxaGM4QvFhTK6q7ftIUFnMrLPx+huLi+5z16f\nsz73XIz71Ov+IqyrX4Ou8VzUERtyz8+6dEBUlAiHjo2FZ5+FXr0gLw+mTz/zuRLJGfBw8qhRWim/\nXBrDEolEIpFIJHaaPWdYUZSjQD4iQ9WsadqlpzlGa+7rvFipXS8Xmj/3pnY7oOBTzFt3c/K6Fy5Y\nbedGJTkZVq4UodHffgvdusHy5c17TZJWgaZpOM92pnBGIc56Z+b+NJf88nzmDZ/X3JcmkUgkEolE\nUoOLUkBLUZREoK+mabn1HCONYUndzJsHubnw0kvNfSXnT2YmdO4M998Pbm4iXDoqqkUoS0sck8AF\ngewev5sg9yCe3vg0Hs4ePHPFM819WRKJRCKRSCQ1aA5juCUkJiq0jOuQNBFxcXFN+wUFBeDZSkI/\ny8vhkktEqHRsLEyZAosWCe9xM9DkfSdpUuLi4vB19a3MG5Y5w46DfPYcG9l/jo3sP8dF9p2kobQE\nI1QDflAU5XdFUR5s7ouROCD5+eDh0dxX0TisXAnr1sH69ZCeDiaTMIpXrmzuK5M4KD5Gn0pjuKBC\nqklLJBKJRCKR2GkJAlqDNE3LUBTFH2EUx2uadkoRzKioKCIiIgDw8vKiV69elWpx9l0g2W6Zbftr\nTfZ9hw6Bhwf2b2vu3/e82jYbcYmJEBHB0H37IDiYuN9/h8TEZvn9hg4d2rLuj2w3uP+0zRpbtmzh\ninuuIL8sn5Q9KcTlNOHzKNuyLduyLduy3YxtOy3lemS77vaePXvIyxPVY44ePUpz0Ow5w9VRFCUG\nKNQ0bWGt12XOsKRubroJxo0TPx0de2j0U09B9+7wyCOi9NKCBUJ1WiJpIOM2jOPysMsZ13scV7x3\nBXOGzWFw+ODmviyJRCKRSCSSGlx0OcOKorgqiuL2z/9NwNXAn815TZLGp/ZOXaPTmsKk7aWWwsLg\nyBFhCMfEiNebgSbvO0mTEhcXh4/Rp7K8kswZdhzks+fYyP5zbGT/OS6y7yQNpbnDpAOAzxVF0f65\nlg80Tfu+ma9J4mgUFLQeYzg8HB57TNQZ3r1bCIM99phUk5acM77GagJa5fl4OLeSZ0UikUgkEonk\nPGlRYdJ1IcOkJfXSoYOoz9uhQ3NfSeOxfz/cfjv89VdzX4nEwXln5zvsytjF0hFL8ZrnReITifgY\nfZr7siQSiUQikUhq0Bxh0s3tGZZIzp/WFCZtp107SEoCm03UGpZIzhF7aSVN0yisKJSeYYlEIpE0\njORkUdXCviYZPhw2bqxqR0XJCDaJwyKNYUmTExcXV6kc1yS0pjBpOyaTCJFOT4eQkGa7jCbvO0mT\nEhcXh0+4DydLT1JUUYRRb0SvymHfEZDPnmMj+8+xkf1XjeRkWLRICHyaTBAfD2PHwpo10KVLlbZJ\nC0nparV9Jzckmgy5KpI4NuXl4qeLS/NeR1PQoYMQ0WpGY1ji+NhzhvPL82WNYYlEIpE0jJUrqwzh\noiJ47z1YuhTeegvmzxevx8bKqheNTXXjt6BAbDq8+qpDbEg4GtIYljQ5TbpD1xpDpO20bw+HD8OQ\nIc12Ca1yd/UiYujQoaTmpwpjuEyKZzkS8tlzbGT/OTay/6phs4Grqyj7uHix8EJ+/DEUFgq9ltWr\nISgIfvyxRXgpW0Xf1fbGP/WUcI4MGwZWq7jPt90GL78My5bBiRPg7Az33gtXXim9xA1EGsMSx6Y1\nhkjbad9eDH7NwZnCcWR4jsPg6+rLyZKTwjMsyypJJBKJ5GywrwPi4qBnTzAYROrWG2/AhAnCM9yt\nG4wYARERcNVVwniTXsrzx+6NT0uDGTPg66/h+uuhTRt4/HGYPRtSU8XrnTtDp07w0UfCOz9lirz/\nDUQq80ianCat+VZQIHJrWyP2MOkLjX1HcsoU4q68EkaPhieeED9jY09tT5kijk9OvvDXKqmXuLg4\njHojNs1GVlGWDJN2IGStTMdG9p9jc9H3n30d8OijIg0tLw/69xdrrtGj4brrxM/bboO77hKeyS+/\nFNFs9rDplSub5dIduu+Sk8W927wZJk6EQYPg8sth8mQREn3JJTBwIFx6KTz/vNiUGDAAMjNF/xw4\nIDzE998vnBQxMeLz5PqsXqRnWOLYXAxh0heC6p7grVthyRIxuH76KWzfDno9/Pvf0LatCJe6804x\nUS5eLMNzWjiKouBj9CEpL0l6hiUSiURyZlauhJkzYdQo8PYWkWCrVlXN86+/DmvXijXDnj0iRPp/\n/xOG2xtviJzWzZvFZ8k1wdlRPTR650745htxFIJQAAAgAElEQVThbb/tNvH+M8+Am5v4v31DYs0a\nEbL+1luib44ehdBQsX7s06fKUz9pktik8PCQ0XynQdYZljg2GzbA8uXwxRfNfSWNz8mTYkDLzQWl\nCUuuVR+AXV2FKMOvvwojd9QoEYozdSp89RXcd58I2fH3h88/h8BAMfCuWSMG42nTGjboSnXEC0L3\nt7ozNHwoZZYylt24rLkvRyKRSCQtmZgYYXh99534p9NVvR4bW/NYe4SYyQTvvw8PPSSEtU6elCG7\nDSE2VqyfYmLE2vbKK2HuXLG2mjLl1LWVfb3044/Cg/zQQ+IeT5gg8rk//RT+8x/o0UM4ViIjxee1\ncONY1hmWSBpKaw6T9vERRvDJk+Dn13TfY89Nyc0Vg++RI8L4LSyEOXPEe926wU8/Qffu0K+fGGzD\nw0Ut5NxcoWbYsaMYkI1GYVSfbkeyoEB8p/3/Uh3xgmD3DHf269zclyKRSCSSlk5+Prz5Jvz2W5Uh\nXFwsDKfaVA/HPXJEGM8jRogIMhcXqTRdH9UdAps2wZYtYt23a5dYI731VpWHPTr61LXQoEHi/i9a\nVLVO9PISa6pffxXrqldeEX33+efCuXHjjaJfqq/TLvK1lswZljQ5TZq/0ZrDpBXlwoho2WxQUQHX\nXAM33yzCc06cAJtN9F31/CCoao8ZI0QzPvpIvDZwoAjn2bkTEhKgrEx8jt04HjdOfJfNJv7v6gpm\nM6xbJ9QQp06FW26BJ58Uodquro6X92LP97Ff77ZtNdsX+Prtz56v0ZfE3ESpJu1AOHTem0T2n4Nz\nUfefponQ565dRfQXVBlMUVGnHh8eLgypBQuE4Wb/l5AgPJMHDgjv5QWaBx2m76rpszBuHBw6BNnZ\n8M47IjQ9PFy8N2yYuHd1GarV739MDOzYIdZOPXqIddq114pNjSeeEOlujzwiNix27hTOluqpbo6w\nzmoCpGdY4ti0ZjVpqBLR6t+/8T/bviO5eTOsWAH//a8IgVYUMZBOnCiUI9u1q5kfpKpV7S1bwGIR\nuSzh4eDuLry6zz4rBnMPD+Ft/usvMUC3bw8ZGcJwPnECfH2F4Tt0qMhRzswUQh3jx4trDAuDvn2b\nfveydj0/ODUU6UzK2jk58PvvImy/S5fTe7qbKTTJx+jD0byjMmdYIpFIJKfHPg/u2yfmr7VrhYFl\nn+vqm3vDw6s8v/aQ6R9+EP8fOlR4I6UXsib2qLx9+4QjYfx44eB57z0RlVf9Xp2J6ve/dlkm+xpt\n8mRxXE6OyO2eMkWEToeEwGuviQiAizSsXRrDkianSWu+FRSIkJDWSlOJaNkHy2efhV9+EV5YV1dI\nSRGhNsuXw8qVDK0+GA4aVPMzTheeo2liB/LHHyEgQJQA6NNHCG/odGKn8pprxHv+/kKgY/58MWjH\nxlaVa5g1S+xSZmSIdmCgmEwbS6irrmL2J07AwoXimHHjoKSkpkFb28Ct3v74YxGONG2aCCffswfu\nvlvc4+hosTlQO4S8iScd+7Pna/Sl1FIq1aQdiFZRK/MiRvafY3PR9Z99TfDEE0Kp+OOPhTp0Q+en\n6pFcJpOY7/77X7Hp/uSTYi60R3wNHtwkm8Ituu9qh0UnJYlaze++CzfcIN6/915xD8+0AVEX1T3F\nNptYx5SWVq3TrFZRkunLL4VYqre3OL6wUIS2N3H/tESkMSxxbPLzhfewtdK+vfC+ngv1iVNt3Sp2\nHh95RLS/+kocazc0z3YArm/QdXERBm98vJhYV64UAlwA+/eLAbYudURFEcrVbdrA008L0YcXXhA5\nTOeye1mX8Wsyicm5rAy+/x4++UT8/nl54lqtVrjsMjE59OsnNg46dRITRqdOsHu3MOyvukoY0mvW\niNCyH38Uu7H2HfZRo8T7d9whcnas1guqwu1j9AGQnmGJRCKRnIrdSzlpkvBSXnmlMIobmutbe02w\nbZvYDDcaxed37CjmzoEDW6/ScV2RZva1x8KFYs21cKFYa3z7LfTqJY7z8xP3/nzzq6t7iu3XVNc6\n7bHHRHi2v79Y7/TrJ6IRLyJPvjSGJU1OXFxc0+3UXQxh0suXN/y82mEy1T2YwcFiR/Kqq2DkSPjs\nMxHePGeOGPSqDaBn1XdnO+jajV8Q4Tp+fuI9Va3aBa0ejr1jh9i17NIFfv5ZTJgzZgjBrsGDhee2\nvt1L+4RUO3w5Olr83cybJ8K3f/wRysuFeqObmygj5eUl8pl1OggKEvcwMhL+/huGDBE7qDfdJL7n\ngQeEsW/3dJtMVb9PdU/3xInCcF66VORat2sn+kOvP71SZCMsCOz95+vqCyA9ww5Ek46bkiZH9p9j\nc9H1n80mcny//FL8BDEf2WwN/6zqa4LYWDHXm0yiFKOTExw/LuZBVYXrr68ZMRUfLzaN+/UTIqLn\nMA9e8L47m0izu+6C554T+dPdu4t5ftUq4ez45BNhDDckLLqh1LVOs6e6Pf64OCYtTXjx09KEI8LL\n66IQQJPGsMSxac1q0nDuAlr2XV6TSez4zZ8vvJP2OnTBwWIQ/OYbYQhD3UqRDaU+49j++StWiP/X\npY5oP89u0NtsIu9o+HBx/PjxwoC94goxwZSUnKpabZ+QFiyA9evFNYWGwgcfiIiCiAgx2LdtC7Nn\ni0lLVYVhCuI8EF7higoR4pWfL0TGMjLEhH3okAj93ratKjxs2jTxObU93T4+wpDfvl1sPBQViXPb\ntRM78E0YQi09wxKJRCKpE0WBRx8Vc6F9TdUYa4LaYdMuLmKD+fvvRajuTTdB795iM3nfPli9WszX\ndZUTag6vcX1RdqeLNCsuFpsKq1eLFK8DB4Qolp+fiDjLzhYb/aoqNFHONyz6XLCv02qnurm7w9VX\nC0N+6FDhOPH1PbdNEQdCGsOSJqdJd+has5o0iEmjoEAYTvZw4rPBZhMD82uviQHPw0N4IL29xaBu\nMokB0GAQx9exI9kofVfbOG7IefZwK/vu5RNPVAlABAQIj2u3biKkJztbhF/NmiWUqcvLRSjSxo2i\nDvWRI0IoYuBAEW79xhtCaXHAAHGOm5uo01fde11SUmXQQk0Dt3Y7PFwYzjffLHa1166t6emu7iUP\nChJG89Sp4nvvvFN4rdu2FYa3ydQoeTtDhw4lOS+ZLw9+CcCqvavwc/Uj3Kv1hju1Fi4qr1QrRPaf\nY3PR9Z+PDyQmik1zaDwvZe2w6eoRX5dfLqKvOnWC558X82bPnmL+S04W/+or1VjHvNgofVdXZFn1\nKLvQUPG7paQIz2pKitjs1ulE6LO/v/B833uvMPxNJmHgz59ftcnQWGHR50pd/dO5s4jEu+oq0d66\ntcpgd/Qw9tOgaJrW3NdwRhRF0RzhOiXNQK9eQnmvd+/mvpKmo1s34c3s2fPsz4mNFYbV88+LEOP3\n3qsK2bUPuvHxInTXEUQSaod9z5ghwpgnThQ7mM88I/Jwt20TA7peLwxOi0V4gGfOFOUJZs8W4dUL\nFwoj1K7YWFct5IaoSdvb9d1H+wT744/CA/7QQ+LYZ5+Ff/2r6veYMEEY987OIl/6HD3FyXnJLPpt\nEaP+NYoByweQ+Hgii39fzGOXPiYNYolEIrmYsc9HZWXC4Jk3T4Qwn81cdj7fWX0uj44Wm/2TJ4vQ\n6WHDxCb2J5+Ia+nQQYRWP/ig2Mz+/nsRujtnjljD2PU8zjGkusZ1nS7UecECMR+/9JLwmL75plg7\nbNwojvH0FMbsiRNiHfHDD2Ld9fLLp0aaRUWduvZoafm41fvH1VXc9w8/FB7igQMvyDUrioKmaUqT\nfHgdSM+wpMlp8pzh1hwmDVWh0mdjDNsH9D/+EIbfZ58JgbHaHs3i4krF6PoGtBaTN1XX7mW7duLf\noEHC0/rSS8LLO2dO1Q7suHFicO/dW0xOp8tVPl24dnVOp6RdX7u+3+N0oUn23ykuToRg33WXMPb7\n9BEG/Tl6imNWxrB44mLyyvIACHYPJnZoLAt+WUDM0Nab/9MaaDHPnuSckP3n2LT6/qtu9Lz0klB8\nPnKk6Q2z+kQ3nZxEPu0334iN7WXLRI3cefNEdYYXXhDRgF5ewvjMyxNG87vv1gipjsvJYWi7dvVv\nVJ9JVNNmE2lQ+/aJCK5vvxVOhbAwePhhsVm+eHHNtca114pN7ejo00eanW7t0ZIMYTi1fw4fFpFr\nEyaIXGIfn1aZQyyNYYlj09rDpEHsjJ5NeSX75HbddWKQXr1aeBU3bhQDWO1awS1tED4TZ1tHT6+v\nqVRdO3x5wYIzG78X4nepa0EQHi42L5KSxL+uXYXqd3KyCOluQE6xpmmYnEzoVT09AnrgrHfGGWds\nWuvO/5FIJBJJPdh1RbKzxXphzx6xTrgQRk5duiI5OWKeXr5cHKNpYs3y5ptV5zz6qND6OHhQGLFd\nu4ooMKtVtH18RF5uQEDNMojVI8BstlNFNW02yMwU3uiffxbHv/OO+N6HHxab7KtXi7XTrbdCVtap\naw2oafDatVGgfp2Ulkb1/omJEbosU6aI0k8//HDuwmotGGkMS5qcJttd1bTWryadnCyUHePixABb\nnzdw5Uph9F15pRi0r7lG1OatPrmdrQfzH1rszviZ6uidbgf2o49a1iRUn9BY9bydTZvE5O7mJqID\nbLazLsvUrnc7iiuKMTmZ2PvwXgCKK4pRlUYQSpM0KS322ZOcFbL/HJtW3382m8jHfegheOopkf9q\nf/1CU3uj2+6xrT2vWywi4m3WLGFcxsaKPOcpU4Q3ubQUPvuModu2Cc2Q228XYckvvCBCse35xwaD\nCMmePVtskG/cKATEunQRc66Hhwh13rZN3J9Fi4SwVG1hTDi3SDNHQlVFP7z8soiyu+EGsSm/fbu4\n/y05va4ByJxhieNSWip2AUtLm/tKmga79/OKK8TPDRvq9wbOnCkG9ZEjq/JUoErJsbVTW/HRkQfp\n0+VIHzwoSjuVlYlogY8+EmFd06bV+XdhzxmOHRqLyclEcUUxMXExMmdYIpFILmbsc8u6dcITqtcL\nb2hLC389Uy7v/Pli7luxQsyFs2fDf/4jQr/bthVGsn0D2WQSRm9xsVg7hoQIwcrgYOE1josT5yUn\n18ztrZ2b3BCdEEen+lokI0PcW2dncV/btGmS/OHmyBmWxrCkyWmy3JvMTOEpy8pq/M9uCcTGCqM2\nOxv+/W9RE9fNreZkVX2iWLFC5Bdv3lwVmnOek1urz5tqyVTv261bqzzFUVFCtfLvv4W42kcfiWfh\nNGJocXFxRPaKZOWeldg0G6qiEtUrShrCDoB89hwb2X+OTavvv02bhJdv+/ZTa9y2ZMOuLpXnakJc\ncUlJDN2ypaZo6KxZoiTjggXCO/zMM8I4jok5s6hmazd4z0R14c9LLxVrzMsvF5sSJSWNvoEiBbQk\nkobQ2kOk7eWRTCaRJ3PttWIwsocxVd+x27RJhP3k5QkPoj1HpqkKuEuanrpypCMihGE8fjwUFop2\naKjYMKldczknh/B27Yi5mCdyiUQikVQZNWazEIN65BERcfb5546jI3I2IdVJSaeGM1utwos8ebJo\nx8QIT/K5impeTNjvuc0m1iC5ucJD/PDDMH161brUgTcNpGdY4rjs3CkMgl27mvtKmga7Z9hkEvnR\njz0Gv/4qdjWHDq3yFrq6it269euFyqKjlEuSNIy6yjJNmybClt58U4R7DRsmQsIiI+HFFy/uEC+J\nRCKR1NxQnT8ffvkFevQQ9XFby/hfO1Wq+lxXWzG6McsyXSxUX5MWFgpdmqwsuO02EV7eSNEFMky6\nDqQxLDktmzaJkJbNm5v7SpqG2nmjf/0l8od794YvvhCiSgkJkJYm6tROmiTOu1hyhC9W6qq5/Mgj\nIlx6yhTx88QJuOoqobg+ZYpY/Nx5Z90Km3XVVZaLBIlEInFs7IbMTz8J4cU9e8SY39JyhJuS1qQr\n0hzUXns8/TR8+qnwrH/3nfh7aoS8cxkmLWmVNFnuTWsPk66tmLx1q/AKTp8Ovr6idMC4cSJkxW4I\nFxdX5Qs3Aq0+b8oRqavmcmSk+Dd8uKiL+PTTxP3xB0M7dRIG859/ilIRAweK6IEJE4RoitUKLi5i\ngouPr2ksx8fDHXdIr3IzIJ89x0b2n2PTavrPbgBu3izCh7/8Er76SpQjglZXIgfq6bvaFRwkDeN0\na4/vvhPe9r59RXRa584OGTYtjWGJ43Ix1BiuXe+tZ08xkeXnC7GIRYtEuQCQOcIXE2equRwdLQzi\nWbNEblhxMcybJ2ooDh4sREXWrhWTmcUiRNo++EB8Xp8+8MADcP31wnvw5psiEmH0aOlVlkgkEkeh\n+tyQmipSqYYPF+k00Oib55KLgOprj9hY4ZRZtAi+/hoefBCcnIS+TWysQwmRyTBpiePyxhtCUXfR\noua+kgtD9XwNO/HxMkdYcvblJ1aurKmwaRcReeklEXYfGyuEMVasEBEHrq7Cm5CVJTzDffqIzx83\nDvz9xa6wt3dV+YnaXuX6cpVr53NB3UZ1Q86Vz4BEIpFUrRkSEuDqq0VN+iVLxPg/ZYpjqEdLWi61\nN+KnT4ctW4SI6x13iHXptm1ibj6bElX/tJXnnrv4wqQVRbkGeA1QgeWapr3UzJckcRRae5h0baKi\nqvKBTSZh8CxfLgwcOZld3NQO/0pOFoZwTg7cfLP4OwkPP1Vh02IRJSYmTxbvR0YKY/jw4SrlyOJi\nIcR14oRYUC1ZIvLOvv9eqJcbjULMLjtbLLamT4dbbxWhUitXwocfnupVrm44u7qKshYgjOySkrqP\nPdO5fn71e6vPx+iWhrZEImnpVN8YjYsTnrqFC8UGZ69ewhC266xIQ1hyPtQOm/71V/i//xO1nD/4\nQMzFNpuo52wyiUizxYuFgnl9a4Lnnrvgv0qzeoYVRVGBQ8BVQDrwO3C7pmkJtY6TnmEHpslyb6ZO\nFYvf6dMb/7NbKhdYAKLV5E1dpMTFxTE0MrJhCpv2CWnt2jN7lSdNgpkzRUj1kiXCc/zFF0Jp0mCA\njAwRzm80QmAglJWJnKKjR4XhnZoKOh107SrylxMSxDX27CkE4wYPFnUwL70Udu+GESPEAu+mm8QO\ntF4vdpqdncU133UXvPuuUFWfO1d83ukM58mTG2Z0N9TT3QjPpnz2HBvZf46NQ/ZfdU9dZqYQUCwt\nFWPY1VeLYxpB4Kil45B91xqoHb0YEyOUpqdOFZvlrq6QmCgizVxcRIh1RYUQhc3KEurU8fEo69Zd\ndJ7hS4G/NU1LBlAU5WPgJiCh3rMkEhAL+fbtm/sqLixSAELSUE73NzNoUNX/7V5kuxH3+uvCED4b\nr3JMjJjowsPht9+EsayqNb3Kc+cKw/P++8X33HmnyGMeM0bsHlutwsg1m8UzbbVC9+6QkiJCsHU6\nMbmWl4uQ7aQksbO8Z4+4hp07xYIvM1PU2lZV8b0vv1x1bv/+wnAODBST8Pr1ot2+PYwaJWo0Hzgg\njps4EW64QXi277sPnn9eXOs338C6dbBsWf272o4qPFZfWRLpJZdIWibVn9utW0U46sKFYhwfP16M\nqVu2CGNY6opImpLa0YsWi1g/LF0qIhPsa4KXXhJrggcfFJvtN94oNtlLSsQmeDPQ3MZwWyC1WjsN\nYSBLWhFNtkN3sYVJNwNyd9WxOav+q89Yrm0g2Q1lm+3/27vzOKfqe//jr+8wI/sisqiAg1xQKS6o\ntXr9FUmpC/XhRRDU6lWWsV6hSLWoaEU7UhcU2axVKVqVWsWHXhGvWNu6Ra2WVkVQFJAijIqILCow\nwzIw398fn4QJYZZkJpnkTN7Px4NHcpJzck7Oh5PJJ5/vYn+4tm+31hmwb7L81FM2WFdsVbljR+je\n3Zphv/22jWq9eLFtO2SI3X72md1edJE1wb7hBkuCo0l29A9ttEIN9ks0VCb0EybY/YkTbcqxa66x\nL4jl5fblcPt2q2Lv3m2J8GOPQf/+9sv0YYfBhx/C2rVW1f7HP2DRIvuSuWePJfHNmllCfNxxliwP\nHWoDkd18s43WPWaMfQGYP9+OMdmBxyJNuUNt2tiX2PoknbXNuwl2DDW1EKhLsq/EWZ+dAZe18atu\nfIjoj4QDBlhysXAh9Oxp648YYZ+deXk50TQ6a2PX2MU3m479jpCXt/93ggMPtL+5555r3wXGjIHW\nrTPSTDrTyXDCRo4cSffu3QFo164dffv23fsfPhwOA2g515Yjo0lnzfFoWcuNbbmwkHD//vs+X15e\nuVxSQnjsWPCeUI8ecM89hO+6C7ZuJRSpKodXr4bu3QlFEuVwOLzv8pIlMHw4oa5dYfx4e75fP0Lz\n59v+unevfrlFC8LDh9vxTJ8Os2fb8vnnE8rPh2bNCL/5JnzzjTUX79GD8Btv2Pq9esF//ifhZ5+F\nww8ndMopMGoU4WXLYNAgQm3bwpgxhCdMsPc3Zw58+y3hyy+H0lJCI0fCQw8RfvddWLSI0Pr1sHQp\n4XvvhVatCL3yCpSWEn7iCTjxREK/+hWMG0f4o49gwwZCHTvCpEmE58yBoqLK9zN+fOX76dCB8IUX\nQrNmhPr0gbw8wu3bw3vvESos3H95yxbCn38OLVsSat/e9j9kCDRvTqhzZ7j0UsLjxkHTpoT+8Q87\nn717w4IFhA48ED7+mPDSpfDss4RuvRXuvptw377w178Suu02i2+fPhAOE3r2WZg1y+IRPf7evfd9\nP9Hls88mdPrp0L494SOPhIMPzo7/31rWchCWv/qK0IoVsHkz4ZdfhgkTCI0YAVddRXjhQjjuOEJl\nZXDUUYQfeABef51Qz562/ccf2+ftpEmVr7d6dXa9Py03nuXVq6F//8rlJ5+EsWPt7+ngwYSvuML+\n/0V+PA+PG8fimTP59uuvoW9f1vwgM/XQTPcZPgW4xXs/MLJ8A+DjB9FSn+FgC4fDey+MlPrhD60J\nZr9+qX9tAdIYO2kQGY1fMs1uUzWadE0Vzvr0Ga6t/3RstXrPHhg71gYhu+8+q3D37WtTTxx4oP0C\nXlZmx/e978GmTdZn6rPPrG/1kCGWNP7xj4TGj7cBSTp0sKmxEh1MbPx4a5q2datVr5s2tWM/9VSr\nWG/bZk3Ev/4aliyx87Z9u6132GHWRL6w0Krjhx1mfbwPPdSOcccO6+flvfULb9kSjjzS3seZZ1pz\n8/PPt8FUoudqwoTKEWxzZDoufXYGW9Z8dsbPDnDeeXYNlZbaZ8nQoTZg0cMPw5dfWp/hggL7bhTb\nLLoRXFOJ0rWXpRL8TpCJ0aQznQw3AVZgA2itA/4FXOS9Xxa3npLhAEvbB9Oxx9qXwOOOS/1rC6A/\nKkGXk/FLtGlwMkn35s3wzjvW/Lm+iXNxMVx9td2ef77N43zmmTB3riXJvXvDpk2E336bkPf2RXfj\nRkt2nbPEeMcO6NbNmnN37GiDk4D1iQZ7fNs2W6+gwJqnl5VZn+jVqy0Zvegi6NQJnn8e2ra1Oaln\nzrTEPja5j0/2o/3BN2ywL9zbtsGwYTBrliXbTz1lifPChXbeOnaEo4+2udEHD4b33rNjnz59//MY\n34S8tnhlceKck9deI9Kg8asu+W3Z0rp7rFtn18wjj9gPXAMH2nY9e1pXkilT7JoETbeIrr2gc87l\nVjIMe6dWuofKqZXurGIdJcOyv8JCCIdtVFoRkXRKtNJdW+I8caIlkNHprBLpA3333db3ubgYRo+2\n5372M6v+/s//2C3YfbARtVu3tpG+q0pw4/czcqQlp61aVT9ndF2r5KNGWb/r3//eEuj8fPjgAzu+\nAw6wqvk339ggZc2aWT/pgw+Gq66yhACqruQnmzg31DzX6dpPjiY2jVb08yT+82LiREt4Bw2yVhsz\nZtj//cJCa0ly773WT7+42KaTi71uc7QSLI1LJpLhjPcZ9t7/BTgy08chAbRli1U0RETSrbZRuWOX\n6zrwWIsWNu8zVDZ1js4D3bq1fd61awdduth0Uy++aFXfbt1smz597LZLF0ucbrnFvijXtp8OHeyY\n8vIqB9qJPebY5dpGGY8fSK1lSxuI7MEHrSlnNLkfPdqS9bPOsvf56ac2d3VBgTXlvu8++6GzWzdr\nGtqunSXWd99t1bDvvrPRwps3r0wKoP5zVadr2/rsJ9lBy+KTbiXRmVdT0+fHH7cpIrt2tanpNm6E\nP/3JmkAPGAC//a2tW1Rkc75PmGBxreq6VSIskrSMV4YTocpwsKWlyYr3VmGINgOUtFBzo2BT/LJU\nAk25w5s37x0EK6FRnuP7DHfokNCo1XVKmOpaJa+pKh5tQh4dDXz7drjkEuunHO17XVgIb75pFeR1\n62x/0WSgoMCS4927bbl5cxuJvE0bO4etWtm6nTvbe+/Wzfo5FxRYdbp5czufBQU2DsWiRVadW7DA\nxqd4801L8v/8Z/vR4+9/t8r3qadaH+q337b99+sH//oX4V69CH3yCZxyiq1bUWHr7t5t6+bnQyhk\nU5JdeKHtZ/Bg+0EgWnEfPdqaz192mVUEo32va5raK9n/B6pAVynpz87arunY6/iXv4SVK607wQsv\n2A87Rx9t/ye6dbMq75w5dn2UlOzfaiN2vnPFaj/6uxdsOVkZFqmT0lIb7EWJsIgETSJV5nDYkqXq\n5oGubhmsApuXZ8ln/Bfl+P2k6/irqpLXVBUHSxSjlfBHH7XK8OGHW0INVSfOU6bYdhMn2j5uvdV+\nLJ0wwfo0X3ONVZOvvhqmTbPXmD7dksff/96m3Dr7bPub8sUXtlxRYYnykiU25dbnn1sT7+XL7far\nr+z5Jk0sES4osH3u3GlNXDdssMc2bbJEp7S0MjbNmlnf7507rQK4dq1V+Bcvtubiy5ZZIl5SYhXD\nzZttXs4uXeCtt2z5uefs/F59tZ3DF1+0BHryZNtvUZEl9zNn2vvMz7flSZNUgU6l6po6x57To46y\n2KxZY10bliyBVavsR5NVq6xlxJQpdk3EN32Gqqu/c+fm1nkWSTMlw5J2afmFTk2kG4R+XQ02xS+4\n9sYumcQzG8Uff03JfWyyPHLkvk25yywmiUwAABMhSURBVMpqTpyjg421aGHPV1RYknboodbEunlz\nOOggS1a6drUk5YgjbN3zzrPb9evtdswYS1rj+0DXNM91NNkdMwbatCFU07pR1b1u7PL999s5+dnP\nrEr+0ENWXT/kEEvA3nrLkvTycpsju7wc3n/fzte6ddYE3Xt7jXvusWS5Wzc45xz7f7NmjVWmb7/d\nErgFCyAybVbCFeiiouQr0Onsp52CublDFRX2o0N1+4lv6jx/vo34fs459iNL//72/2rbNvuR44wz\nrHXDn/5krxv9IaeoyLarqelzVT9qSbX0d0+SpWbSEkzLl9tE3StWZPpIREQkVeL7VkLtycjGjXWf\nNqs+U24ls21DTe0FNQ/CdtNNMHy4nbcf/9ia4/bqBa+9Zue0rMzOddOm9oPzySfblD0//ak14R4y\nBF55xZ7/+c+tgvnww5asz5iR2CBs6Tzn9RlYLZn/U1dfbT9O9OljPyA0aWLTijVtaqO0X3CBHffk\nyVbhv+66ylGf1fRZpFo5OZp0IpQMB1ta+m/8859w5ZWVzeckLdT3JtgUv+BS7BKQaOKcgSpl+NNP\nCfXo0fBTe1U133RN/bTjp8265RZLfm+/3SqZ/ftbNbN3b+vr3L27VaB37rSEc+tWO75oJd57qzx/\n913lXNYnn2zHeMop8NFH9t5+/GNrvv3qq7Y8YICNJD5smFWmBw60937xxfZjwH/9l/XXds4S8yZN\nbA7uvDzbZt48S4K3bbP/E23a2OjqySTd0T7to0cTnjiR0OWXW3X9ySftfXbubFX3nTvt/Z14olXi\nO3WyfZ90kv0AkZe37zmOT37jE/ZcbGKeRvrsDDb1GRZJlJpJi4jktqqakMeqrTl5Tc3L67tttM93\nqvZT0wjlNfUdr62fdvzo3xs2WGX0+uttf0OGWB/p2irQ5eVwxRWW9BUV2WtceKE16+7XzxLsgw6y\nRLCiwvpn79ljyab3lX1pX3jBklSApUtt/eXLLaleudLW/fRT27akxJbfe8/6Xr/yit3u3GnJ8u9+\nZ4l5u3bWNzc/35LeSy6B73/fBi/7j/+w+b47d7Zj2LXLmqY3a2Z9vg891BLh1q0tCW/XDm67zd5X\ntNpbVGQDnB19tJ37+HOsps8iWU2VYQmmZ56xpkfz5mX6SERERLJXqubITlUFGvZNpCGx/tOJbFtc\nbEnqHXdYIj1qlPXZnTXL+pkPGgRPP219e//8Z0tc58+3kbvnz7d+6LNmWTJd035qa+qsEbpF6kSV\nYZFEffedNS8SERGR6qVqjuxUVaDj57mOHxytPttGRxaPDqzWq5c9/sYbdvuTn9igYaNH24BpZ55p\nFenTT7d177rLEtzLLqt5P4mM8pzNA9uJyF6qDEvapaX/xsyZsHq1/WGWtFHfm2BT/IJLsQu2nIxf\nohXodPbxrs/AajF9effO813TMaram5Vy8tprRFQZFklESYlNTbBnjzWf0h8kERGRzKrvNGCp6uMd\nP30XVM69XVulO9qXN7bPd6LHICKBpMqwBEtJiQ1UsWuXDYzx85/bH99x45QQi4iIiIgEVCYqw3kN\nuTOROikpsQpwcbFVgUeMsPn92ra1qQkmTbKmWSIiIiIiIglSMixpFw6H675xtBJ87bU2/2H79tZ0\n6csvbTALsIS4oiIFRyrx6hU7yTjFL7gUu2BT/IJN8QsuxU6SpT7Dkt0efdQqv6tW2RyGq1fb3IEr\nVkDXrrZOaWllvyAREREREZEEqM+wZJ/YESlff92mOLjmGpg8GQYMgPvug4ICWy4tVZ9hEREREZGA\ny0SfYSXDkl2izaInTbLmz+ecA6++Cn/8IwwbZussW2YDZ512mqY3EBERERFpBDSAljRKCfXfiA6S\nNWIENG0K69bBTTfBBx9YEvz++7ZeaSn84Q+VzaeLi5UIp5H63gSb4hdcil2wKX7BpvgFl2InyVKf\nYcm82Grwzp02SNYJJ8Dxx8O778L27ZYkFxdbJVhNokVEREREpJ7UTFoyI7Zf8BtvwJ13wmuvwW23\n2WjR115r/YWLi60aPHWq3RcRERERkUYnE82kVRmWhhGb/G7ZYgnujBlQVgYvvWQJ8Flnwbx58Le/\nwUknWXIcO0CWiIiIiIhIiqjPsKRPpB9weOhQuOgiuOACawrdogVs3WpTJR15JOzaZVXg44+HM8+0\nxPeOO+yxqVPVLDqD1Pcm2BS/4FLsgk3xCzbFL7gUO0mWKsOSOtVVf8eOhQcegN/8xuYGfuQR6/vb\nqxcsXQrl5dZnuKDAXqdDB+s7PGeOkmAREREREUkL9RmWuqsu+W3ZEiZOhG3b4OKLrRpcXg4LF1oy\nfOKJcP/9MG2aPQeaLklEREREJIepz7Bkt9qS3927IRyGNWvg+eetKfTs2VYBvv56mD8fpkyBoiK4\n+WZo1cpeN3a6JCXAIiIiIiLSANRnWGoWnf/3qqv27/d7wAHw3HOWCD/+uDV/HjkSFi2C7t3h6afh\nuusI33ijzRNcWmpV3w4dbLqksjIbHEv9grOW+t4Em+IXXIpdsCl+wab4BZdiJ8lSZVj2VV31d+pU\nq+wWF0OPHvDss7B2rT02ahT06weTJ8ODD1qyXFIC06db9ffgg+Gyy2DwYBsleupUS6CV/IqIiIiI\nSIaoz3Cuq63p89atNsLz1KlWyf3kE+jSBY44wpLdRx/dP/m9/XZ7nV/+0l6nTRv1AxYRERERkWqp\nz7A0jGgCvHkzvPOO9dft3duS34oK+PRTWLUKXnzRqr9PPGHJb3ExnHGGJbtFRZXJL1Q2fc7Ls/Xy\n8lT9FRERERGRrBWcZHjSJDj9dHj55coqJlRWHWOfq2o5l6qSsdXe+HMR3/T58cfhxhttkKvnn4cd\nO2wapNNOg06drB/wvHmW/N57rzVzju33m0DyGw6HCYVCDX4apP4Uu2BT/IJLsQs2xS/YFL/gUuwk\nWRlLhp1zxcDlwNeRh2703v+l2g0uuAAuvRQee8wGb5o+3R4vKrLmu9Hneve2aXpil+Ob7CaTSCeb\ndNd121TtJ76pc+y5OPxwGDMGVq+2Hwdefx3uusvO0b//bc//6lfwwgtw6637Nn0uLKxzv9/Fixfr\ngymgFLtgU/yCS7ELNsUv2BS/4FLsJFmZrgxP995PT2jNUaPgRz+C8eMhPx9+8hO7HT8emjaFm26C\ne+6x5QcfhDlzLAG85RbYsAGaN7ckOtq8F2pPpJNNuuu6bSr3M3u2JcQLFtg8v488Ap07Qyhk/X/b\ntIGBA2HTJhgyxAa9at/eqruJNH2eOzfpCvu3336b1PqSPRS7YFP8gkuxCzbFL9gUv+BS7CRZmU6G\nE+8g3batJbQbN1o19N13Yc8eWLECdu2CL76wwZ1efhm+/toSxS1brIJZXg7Nmtnr/Pa3lvw1awZP\nPWUJdWEhnHsuHHMMrFwJRx9tldP8fBsluXlzuOIKWx4+HH79a7jkEnjmGZsvd8YMe372bOtPO2MG\nOGcJfF6eHUNeHsyaZYn6tdfCww9bwv7oo7buhAm2zu9+Z8f5zDPw0ENwww3Wp3fGDJg2DYYNs8cv\nvBB+8QtLnAsLLeE/+WTrB9y2Lbz0kv14UFBgx9yli/1YMGWK7T863+8dd1TuW/1+RUREREQkR2Q6\nGb7SOXcp8C5wjff+u2rXPPVUa+LbpIktX3ut3U6dardjxlhf1+Ji618cu3zzzZY4TptmifOVV1rf\n2JkzYfdu+O//tgRz6FDrQ/ujH1lSuXu3JcI7dsA339jye+/Bxx9bgrp0qTU5XrXKkvN162yO3bVr\nwXtYuNC2Wb/eEvjnnrPXnTvXqrRz5lj11ntLlCsqbF/eW4V21y475rw8a7q8dSt8/rkl/u3bW3Po\nFi1stOdOnWyao4MOsir5lCl2HiZNsvezfLm9l5EjrY9wPZs+J2PNmjUpfT1pOIpdsCl+waXYBZvi\nF2yKX3ApdpKstE6t5Jx7Cegc+xDggYnAQmCj9947524DDvHeX1bN62heJRERERERkUasoadWyop5\nhp1zhcDz3vtjM30sIiIiIiIi0vjlZWrHzrmDYxbPA5Zm6lhEREREREQkt2Syz/AU51xfoAJYA1yR\nwWMRERERERGRHJIVzaRFREREREREGlLKm0k75wY655Y75z5xzl0f8/g459wy59yHzrk7q9n2D865\n9c65D+IeP9Y597Zzbolz7jnnXKsk932gc+5vzrkVzrm/Oufapur9NjaZip9zrqlz7p/Oufcj+yiO\neU7xS0BdY+ec6+qce9U591FknV/EPJfQude1V3+Zip+uvdRIU/yGOeeWOuf2OOdOqMO+Fb8EZCp2\nuvZSI03xmxLZdrFz7hnnXJsk9634JSBTsdO1lxppit9vnOUL7zvn/uL27VabyL6Tj5/3PmX/sOT6\n30AhUAAsBo4CQsDfgPzIeh2q2f6HQF/gg7jH/wX8MHJ/JPCbRPcdee4uYELk/vXAnal8343lXybj\nF3muReS2CTba+A8Uv/THDjgY6Bu53wpYkcy1o2sv2PGLPKdrLzvjdyTQC3gVOCGZfSt+2R+7yHq6\n9rIzfqcDeZH7dwKTE9234pf9sYs8p2svO+PXKma9ccADie67rvFLdWX4B8BK732J974cmAsMBsZE\nDmY3gPd+Y1Ube+//DnxTxVO9Is8BvAwMTWDfTwLnRp47F5gTuT8nckyyv0zGD+99WeRuU6w/e7QN\nv+JXuzrHznv/lfd+ceT+NmAZ0CXydCLnXtde/WUyfrr26i8t8fPer/Der8SmJUx037r+kpPJ2Ona\nq790xe9l731FZNWFQNcE9q1rLzmZjJ2uvfpLV/y2xazaEhtbqrZ91+vaS3Uy3AX4PGZ5beSxXsBp\nzrmFzrnXnHPfB3DOHeKcW5DA637knBsUuX8Bkf/YcdvH7/sLKr8QdvberwcLANAp+beWEzIZP5xz\nec6594GvgJe89+9Enuqk+NUqJbFzznXHqvsLIw9Vee517aVcJuOna6/+Uh2/f9a0M11/KZXJ2Ona\nq7+GiF8R8GIV2+vaq59Mxk7XXv2lLX7Ouducc58BFwO/rmL7lF57DTW1UgFwoPf+FGAC8BSA936d\n9/6cBLYvAsY6597BfiXYleT28TRqWHIaJH7e+wrv/fFYsnyyc+571bye4pe4hGPnrC/3/wJXee9L\nq3k9X932CVLsktMg8dO1lzZ1jd+2/V4phq6/BtEgsdO1lzYpiZ9zbiJQ7r1/orrtE6T4Ja5BYqdr\nL23qHT/v/U3e+8OAx7Gm0mm99lKdDK8FDotZ7opl658D8wAiv7xUOOcOSvRFvfefeO/P8t6fhJXC\nVyW477WR+1855zrD3vmNv0503zkmk/GLXX8L8BowMPLQesWvVvWKnXMuH/tAesx7/1zMU4mce117\n9ZfJ+O2la6/O0hW/uu5b11/iMhm7vXTt1Vna4uecGwmcjVWnEt23rr3EZTJ2e+naq7OG+Ox8gqq7\nVqb02kt1MvwO0NM5V+icOwD4KfB/wHxgQOTAjgAKvPebqnkNR1wfG+dcx8htHnATMCuJfRO5HRm5\nPwKo8x+sRi5j8XPOdXCREd+cc82BM4DlkacVv9rVN3YPAx977++JezyRc69rr/4yFj9deymRrvjF\nqq7vqa6/+slY7HTtpURa4uecGwhcBwzy3u9Mct+g+CUiY7HTtZcS6Ypfz5jFwVh/4kT3DXWJn0/9\n6GIDsVHBVgI3RB4rAB4DPgTeBfpHHj8EWBCz7RPAl8BO4DNgVOTxX0ReczlwR8z68dvvt+/I4+2x\ngZtWYCOctUv1+24s/zIVP+AYYBE2ItwHwETFr2FiB/w/YE/k3L8ficPAms69rr3GEz9de1kdv8HY\nr+zbgXXAi/HbV7dvxS/7Y6drL6vjtxIoiTy2CLg/fvvq9q34ZX/sdO1ldfz+NxKTxVgie0j89tXt\nu67xc5ENRURERERERHJGQw2gJSIiIiIiIpI1lAyLiIiIiIhIzlEyLCIiIiIiIjlHybCIiIiIiIjk\nHCXDIiIiIiIiknOUDIuIiIiIiEjOUTIsIiLSAJxzbZ1zYyL3D3HOPZXpYxIREcllmmdYRESkATjn\nugPPe++PyfChiIiICJCf6QMQERHJEZOBHs65RcC/gd7e+2OccyOAwUBLoCcwDTgAuBTYAZztvf/W\nOdcDuA/oAJQBl3vvP8nA+xAREWkU1ExaRESkYdwArPLenwBcB8Q2zeqDJcQ/AG4HtkXWWwgMj6wz\nG7jSe39SZPsHGurARUREGiNVhkVERDLvNe99GVDmnPsWWBB5/EPgGOdcS+BU4GnnnIs8V5CB4xQR\nEWk0lAyLiIhk3s6Y+z5muQL7W50HfBOpFouIiEgKqJm0iIhIw9gKtI7cdzWtGM97vxVY7ZwbFn3M\nOXdsCo9NREQk5ygZFhERaQDe+83AW865D4Ap7NtneJ9Vq3n8EuAy59xi59xSYFAaDlNERCRnaGol\nERERERERyTmqDIuIiIiIiEjOUTIsIiIiIiIiOUfJsIiIiIiIiOQcJcMiIiIiIiKSc5QMi4iIiIiI\nSM5RMiwiIiIiIiI5R8mwiIiIiIiI5Jz/D+/jJfuyc306AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc4bc4a8588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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5q2o/ZrWKK+t7q3HmkmREhdm4IIBBUKnJ/28gk1N4V8M6ld2celi4F1DKksNtdyNtRIxtDNHz8x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\nQAUUUUAFFFFAFex/5b/9dmqxVex/5b/9dmq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4z/6Kxr3/AIK9P/8AjFH/AAiHjP8A6Kxr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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start = datetime(2015,10,7,6,19,0)\n",
    "end = datetime(2015,10,7,6,23,0)\n",
    "\n",
    "data = read_hdf('svn23.h5','data')\n",
    "nav = gps.readRinexNav('./brdc2800.15n')\n",
    "recpos = np.array([[-2265800.1633],\n",
    "                   [-1401757.874 ],\n",
    "                   [ 5775924.6396]])\n",
    "print('data loaded')\n",
    "\n",
    "satpos = gps.getSatXYZ(nav,23,data.items)\n",
    "    \n",
    "print('sat positions in XYZ')\n",
    "\n",
    "recposwgs = CT.ecef2wgs(recpos)\n",
    "satvecenu = CT.ecef2enul(np.asarray(satpos,float),recposwgs.T)\n",
    "satveccart = CT.enu2cartisian(satvecenu)\n",
    "satvecsph = CT.cartisian2Sphereical(satveccart)\n",
    "el = Series(satvecsph[2,:],index=data.items)\n",
    "z = Series(gps.getZ(el),index=data.items)\n",
    "\n",
    "print('mapping function')\n",
    "\n",
    "plt.figure(figsize=(16,16))\n",
    "fmt = DateFormatter('%H:%M:%S')\n",
    "plt.subplot(311).xaxis.set_major_formatter(fmt)\n",
    "colors = ['b','r','g','m','c','y']\n",
    "\n",
    "biasobj = gps.satelliteBias('jplg2800.15i','P1C11510.DCB',None)\n",
    "bias = biasobj.dict[(23,1)]\n",
    "\n",
    "sites = list(data.labels)\n",
    "sites.remove('mah72800.15o')\n",
    "sites.remove('mah92800.15o')\n",
    "for site in sites:\n",
    "    print(site[:4])\n",
    "    color=colors.pop()\n",
    "    ranges = gps.getRangesalt(data,site,maxjump=1.0)\n",
    "    tecs=[]\n",
    "    times=[]\n",
    "    for drange in ranges:\n",
    "        tec,err = gps.getTecalt(data,site,drange)\n",
    "        tec-=bias\n",
    "        for d in tec.index:\n",
    "            if(d in z.index):\n",
    "                tec[d]/=z[d]\n",
    "        tecs.append(tec)\n",
    "        times.append(tec.index)\n",
    "    vtec = np.hstack((p for p in tecs))\n",
    "    times=np.hstack((j for j in times))\n",
    "    vTEC = Series(vtec,index=times)\n",
    "    rbias = gps.minScalErr(vTEC,el)\n",
    "    print('rbias = ',rbias)\n",
    "    print('times = ',len(vTEC))\n",
    "    plt.plot(vTEC,'o-',c=color,label=site[:4],fillstyle='none')\n",
    "            \n",
    "plt.xlim([start,end])\n",
    "plt.ylim([-5,30])\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('VTEC in TECu')\n",
    "plt.title('Replica of the Rideout Plot')\n",
    "plt.show()\n",
    "\n",
    "Image(\"gradient.jpg\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/greg/Documents/Summer Research/rinex files/mah62800.15o is a RINEX 2.11 file, 31649.899 kB.\n",
      "33.09 seconds for _block2df\n",
      "18.56 seconds for panel assignments\n",
      "finished in 54.49 seconds\n"
     ]
    }
   ],
   "source": [
    "#READ FILES\n",
    "files = glob(\"/home/greg/Documents/Summer Research/rinex files/mah*\")\n",
    "head,data = gps.rinexobs(files[0],returnHead=True)\n",
    "nav = gps.readRinexNav('./brdc2800.15n')\n",
    "biasobj = gps.satelliteBias('jplg2800.15i','P1C11510.DCB',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sv:  1\n",
      "sv:  2\n",
      "sv:  3\n",
      "sv:  5\n",
      "sv:  6\n",
      "sv:  7\n",
      "sv:  8\n",
      "sv:  9\n",
      "sv:  11\n",
      "sv:  13\n",
      "sv:  15\n",
      "sv:  16\n",
      "sv:  17\n",
      "sv:  18\n",
      "sv:  19\n",
      "sv:  20\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-f88d46f724bf>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mbias\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgps\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mminScalBias\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnav\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbiasobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m/home/greg/Documents/Summer Research/MahaliPlotting/read rinex demo/gps.py\u001b[0m in \u001b[0;36mminScalBias\u001b[1;34m(head, data, nav, svBiasObj)\u001b[0m\n\u001b[0;32m    613\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'sv: '\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    614\u001b[0m         \u001b[0mbias\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 615\u001b[1;33m         \u001b[0msatpos\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetSatXYZ\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnav\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0msv\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    616\u001b[0m         \u001b[0mel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgetEl\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msatpos\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mrecpos\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    617\u001b[0m         \u001b[0mz\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgetZ\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/Documents/Summer Research/MahaliPlotting/read rinex demo/gps.py\u001b[0m in \u001b[0;36mgetSatXYZ\u001b[1;34m(nav, sv, times)\u001b[0m\n\u001b[0;32m    491\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mt\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtimes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m#this takes a while\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    492\u001b[0m         \u001b[0mbestEph\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mallSvInfo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mabs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mallSvInfo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtotal_seconds\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 493\u001b[1;33m         \u001b[0minfo\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mallSvInfo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mbestEph\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    494\u001b[0m     \u001b[0minfo\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minfo\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtimes\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mallSvInfo\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    495\u001b[0m     \u001b[0minfo\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'gpstime'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mgetGpsTime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtimes\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1294\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_tuple\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1295\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1296\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1297\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1298\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1465\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1466\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_has_valid_type\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1467\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1468\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1469\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/indexing.py\u001b[0m in \u001b[0;36m_get_label\u001b[1;34m(self, label, axis)\u001b[0m\n\u001b[0;32m     91\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mIndexingError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'no slices here, handle elsewhere'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     92\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 93\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_xs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     94\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     95\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_get_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mxs\u001b[1;34m(self, key, axis, level, copy, drop_level)\u001b[0m\n\u001b[0;32m   1772\u001b[0m             result = self._constructor_sliced(new_values, index=self.columns,\n\u001b[0;32m   1773\u001b[0m                                               \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1774\u001b[1;33m                                               dtype=new_values.dtype)\n\u001b[0m\u001b[0;32m   1775\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1776\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, data, index, dtype, name, copy, fastpath)\u001b[0m\n\u001b[0;32m    231\u001b[0m         \u001b[0mgeneric\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNDFrame\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfastpath\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    232\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 233\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    234\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfastpath\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    235\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__setattr__\u001b[1;34m(self, name, value)\u001b[0m\n\u001b[0;32m   2682\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2683\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2684\u001b[1;33m             \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2685\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2686\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mname\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    302\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    303\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 304\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_name\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    305\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    306\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetter\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m/home/greg/anaconda3/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   2664\u001b[0m         \u001b[1;31m# calling obj.__getattr__('x').\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2665\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2666\u001b[1;33m         if (name in self._internal_names_set or name in self._metadata or\n\u001b[0m\u001b[0;32m   2667\u001b[0m                 name in self._accessors):\n\u001b[0;32m   2668\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "bias = gps.minScalBias(head,data,nav,biasobj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "####################\n",
    "#LEAST SQUARES\n",
    "####################\n",
    "sv=23\n",
    "ranges = gps.getRanges(data,sv)\n",
    "tecs=[]\n",
    "times=[]\n",
    "for drange in ranges:\n",
    "    tec,err = gps.getTec(data,sv,drange)\n",
    "    tec-=bias\n",
    "    tecs.append(tec)\n",
    "    times.append(tec.index)\n",
    "stec = np.hstack((p for p in tecs))\n",
    "times=np.hstack((j for j in times))\n",
    "stec = Series(stec,index=times)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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